id	sid	tid	token	lemma	pos
easat-6939	1	1	edelweiss	edelweiss	PROPN
easat-6939	1	2	applied	apply	VERB
easat-6939	1	3	science	science	NOUN
easat-6939	1	4	and	and	CCONJ
easat-6939	1	5	technology	technology	NOUN
easat-6939	1	6	issn	issn	PROPN
easat-6939	1	7	:	:	PUNCT
easat-6939	1	8	2576	2576	NUM
easat-6939	1	9	-	-	SYM
easat-6939	1	10	8484	8484	NUM
easat-6939	1	11	vol	vol	NOUN
easat-6939	1	12	.	.	PROPN
easat-6939	2	1	9	9	NUM
easat-6939	2	2	,	,	PUNCT
easat-6939	2	3	no	no	INTJ
easat-6939	2	4	.	.	NOUN
easat-6939	2	5	5	5	NUM
easat-6939	2	6	,	,	PUNCT
easat-6939	2	7	554	554	NUM
easat-6939	2	8	-	-	SYM
easat-6939	2	9	571	571	NUM
easat-6939	2	10	2025	2025	NUM
easat-6939	2	11	publisher	publisher	NOUN
easat-6939	2	12	:	:	PUNCT
easat-6939	2	13	learning	learn	VERB
easat-6939	2	14	gate	gate	NOUN
easat-6939	2	15	doi	doi	PROPN
easat-6939	2	16	:	:	PUNCT
easat-6939	2	17	10.55214/25768484.v9i5.6939	10.55214/25768484.v9i5.6939	PROPN
easat-6939	3	1	©	©	PROPN
easat-6939	3	2	2025	2025	NUM
easat-6939	3	3	by	by	ADP
easat-6939	3	4	the	the	DET
easat-6939	3	5	authors	author	NOUN
easat-6939	3	6	;	;	PUNCT
easat-6939	3	7	licensee	licensee	PROPN
easat-6939	3	8	learning	learning	NOUN
easat-6939	3	9	gate	gate	NOUN
easat-6939	3	10	©	©	PROPN
easat-6939	3	11	2025	2025	NUM
easat-6939	3	12	by	by	ADP
easat-6939	3	13	the	the	DET
easat-6939	3	14	authors	author	NOUN
easat-6939	3	15	;	;	PUNCT
easat-6939	3	16	licensee	licensee	PROPN
easat-6939	3	17	learning	learning	NOUN
easat-6939	3	18	gate	gate	NOUN
easat-6939	3	19	history	history	NOUN
easat-6939	3	20	:	:	PUNCT
easat-6939	3	21	received	receive	VERB
easat-6939	3	22	:	:	PUNCT
easat-6939	3	23	10	10	NUM
easat-6939	3	24	march	march	NOUN
easat-6939	3	25	2025	2025	NUM
easat-6939	3	26	;	;	PUNCT
easat-6939	3	27	revised	revise	VERB
easat-6939	3	28	:	:	PUNCT
easat-6939	3	29	25	25	NUM
easat-6939	3	30	april	april	PROPN
easat-6939	3	31	2025	2025	NUM
easat-6939	3	32	;	;	PUNCT
easat-6939	3	33	accepted	accept	VERB
easat-6939	3	34	:	:	PUNCT
easat-6939	3	35	28	28	NUM
easat-6939	3	36	april	april	PROPN
easat-6939	3	37	2025	2025	NUM
easat-6939	3	38	;	;	PUNCT
easat-6939	3	39	published	publish	VERB
easat-6939	3	40	:	:	PUNCT
easat-6939	3	41	7	7	NUM
easat-6939	3	42	may	may	PROPN
easat-6939	3	43	2025	2025	NUM
easat-6939	3	44	*	*	PUNCT
easat-6939	3	45	correspondence	correspondence	NOUN
easat-6939	3	46	:	:	PUNCT
easat-6939	3	47	r.umaramesh@gmail.com	r.umaramesh@gmail.com	VERB
easat-6939	3	48	multi	multi	ADJ
easat-6939	3	49	-	-	ADJ
easat-6939	3	50	biometric	biometric	ADJ
easat-6939	3	51	authentication	authentication	NOUN
easat-6939	3	52	system	system	NOUN
easat-6939	3	53	for	for	ADP
easat-6939	3	54	enhancing	enhance	VERB
easat-6939	3	55	the	the	DET
easat-6939	3	56	security	security	NOUN
easat-6939	3	57	levels	level	NOUN
easat-6939	3	58	in	in	ADP
easat-6939	3	59	cloud	cloud	NOUN
easat-6939	3	60	computing	computing	NOUN
easat-6939	3	61	using	use	VERB
easat-6939	3	62	deep	deep	ADJ
easat-6939	3	63	learning	learning	NOUN
easat-6939	3	64	algorithm	algorithm	NOUN
easat-6939	3	65	a.	a.	NOUN
easat-6939	3	66	umamageswari1	umamageswari1	PROPN
easat-6939	3	67	*	*	PROPN
easat-6939	3	68	,	,	PUNCT
easat-6939	3	69	s.	s.	PROPN
easat-6939	3	70	deepa2	deepa2	PROPN
easat-6939	3	71	,	,	PUNCT
easat-6939	3	72	sridevi	sridevi	PROPN
easat-6939	3	73	s3	s3	PROPN
easat-6939	3	74	,	,	PUNCT
easat-6939	3	75	a.	a.	NOUN
easat-6939	3	76	sangari4	sangari4	NOUN
easat-6939	4	1	1,2department	1,2department	NUM
easat-6939	4	2	of	of	ADP
easat-6939	4	3	computer	computer	NOUN
easat-6939	4	4	science	science	NOUN
easat-6939	4	5	and	and	CCONJ
easat-6939	4	6	engineering	engineering	NOUN
easat-6939	4	7	,	,	PUNCT
easat-6939	4	8	srm	srm	PROPN
easat-6939	4	9	institute	institute	PROPN
easat-6939	4	10	of	of	ADP
easat-6939	4	11	science	science	NOUN
easat-6939	4	12	and	and	CCONJ
easat-6939	4	13	technology	technology	NOUN
easat-6939	4	14	,	,	PUNCT
easat-6939	4	15	ramapuram	ramapuram	NOUN
easat-6939	4	16	,	,	PUNCT
easat-6939	4	17	chennai	chennai	NOUN
easat-6939	4	18	–	–	PUNCT
easat-6939	4	19	600089	600089	NUM
easat-6939	4	20	,	,	PUNCT
easat-6939	4	21	india	india	PROPN
easat-6939	4	22	;	;	PUNCT
easat-6939	4	23	r.umaramesh@gmail.com	r.umaramesh@gmail.com	PROPN
easat-6939	4	24	(	(	PUNCT
easat-6939	4	25	a.u	a.u	PROPN
easat-6939	4	26	.	.	PUNCT
easat-6939	4	27	)	)	PUNCT
easat-6939	5	1	deepas1@srmist.edu.in	deepas1@srmist.edu.in	PROPN
easat-6939	6	1	(	(	PUNCT
easat-6939	6	2	s.d	s.d	PROPN
easat-6939	6	3	.	.	PUNCT
easat-6939	6	4	)	)	PUNCT
easat-6939	7	1	3department	3department	NUM
easat-6939	7	2	of	of	ADP
easat-6939	7	3	computer	computer	NOUN
easat-6939	7	4	science	science	NOUN
easat-6939	7	5	and	and	CCONJ
easat-6939	7	6	engineering	engineering	NOUN
easat-6939	7	7	,	,	PUNCT
easat-6939	7	8	velammal	velammal	ADJ
easat-6939	7	9	engineering	engineering	PROPN
easat-6939	7	10	college	college	PROPN
easat-6939	7	11	,	,	PUNCT
easat-6939	7	12	surapet	surapet	NOUN
easat-6939	7	13	,	,	PUNCT
easat-6939	7	14	tamil	tamil	PROPN
easat-6939	7	15	nadu	nadu	PROPN
easat-6939	7	16	,	,	PUNCT
easat-6939	7	17	india	india	PROPN
easat-6939	7	18	,	,	PUNCT
easat-6939	7	19	sridevi5983@gmail.com	sridevi5983@gmail.com	X
easat-6939	8	1	(	(	PUNCT
easat-6939	8	2	s.s	s.s	PROPN
easat-6939	8	3	.	.	PUNCT
easat-6939	8	4	)	)	PUNCT
easat-6939	8	5	.	.	PUNCT
easat-6939	9	1	4department	4department	NUM
easat-6939	9	2	of	of	ADP
easat-6939	9	3	electrical	electrical	ADJ
easat-6939	9	4	and	and	CCONJ
easat-6939	9	5	electronics	electronic	NOUN
easat-6939	9	6	engineering	engineering	NOUN
easat-6939	9	7	,	,	PUNCT
easat-6939	9	8	rajalakshmi	rajalakshmi	VERB
easat-6939	9	9	engineering	engineering	NOUN
easat-6939	9	10	college	college	NOUN
easat-6939	9	11	,	,	PUNCT
easat-6939	9	12	thandalam	thandalam	PROPN
easat-6939	9	13	602105	602105	NUM
easat-6939	9	14	,	,	PUNCT
easat-6939	9	15	tamil	tamil	PROPN
easat-6939	9	16	nadu	nadu	PROPN
easat-6939	9	17	,	,	PUNCT
easat-6939	9	18	india	india	PROPN
easat-6939	9	19	.	.	PUNCT
easat-6939	10	1	abstract	abstract	PROPN
easat-6939	10	2	:	:	PUNCT
easat-6939	10	3	in	in	ADP
easat-6939	10	4	recent	recent	ADJ
easat-6939	10	5	years	year	NOUN
easat-6939	10	6	,	,	PUNCT
easat-6939	10	7	cloud	cloud	NOUN
easat-6939	10	8	computing	computing	NOUN
easat-6939	10	9	has	have	AUX
easat-6939	10	10	surged	surge	VERB
easat-6939	10	11	in	in	ADP
easat-6939	10	12	popularity	popularity	NOUN
easat-6939	10	13	,	,	PUNCT
easat-6939	10	14	offering	offer	VERB
easat-6939	10	15	vast	vast	ADJ
easat-6939	10	16	computational	computational	ADJ
easat-6939	10	17	resources	resource	NOUN
easat-6939	10	18	in	in	ADP
easat-6939	10	19	a	a	DET
easat-6939	10	20	scalable	scalable	ADJ
easat-6939	10	21	,	,	PUNCT
easat-6939	10	22	cost	cost	NOUN
easat-6939	10	23	-	-	PUNCT
easat-6939	10	24	efficient	efficient	ADJ
easat-6939	10	25	manner	manner	NOUN
easat-6939	10	26	.	.	PUNCT
easat-6939	11	1	despite	despite	SCONJ
easat-6939	11	2	its	its	PRON
easat-6939	11	3	benefits	benefit	NOUN
easat-6939	11	4	,	,	PUNCT
easat-6939	11	5	security	security	NOUN
easat-6939	11	6	concerns	concern	NOUN
easat-6939	11	7	persist	persist	VERB
easat-6939	11	8	,	,	PUNCT
easat-6939	11	9	prompting	prompt	VERB
easat-6939	11	10	many	many	ADJ
easat-6939	11	11	companies	company	NOUN
easat-6939	11	12	to	to	PART
easat-6939	11	13	adopt	adopt	VERB
easat-6939	11	14	cloud	cloud	NOUN
easat-6939	11	15	computing	computing	NOUN
easat-6939	11	16	despite	despite	SCONJ
easat-6939	11	17	the	the	DET
easat-6939	11	18	associated	associated	ADJ
easat-6939	11	19	risks	risk	NOUN
easat-6939	11	20	.	.	PUNCT
easat-6939	12	1	to	to	PART
easat-6939	12	2	address	address	VERB
easat-6939	12	3	challenges	challenge	NOUN
easat-6939	12	4	in	in	ADP
easat-6939	12	5	password	password	NOUN
easat-6939	12	6	management	management	NOUN
easat-6939	12	7	and	and	CCONJ
easat-6939	12	8	the	the	DET
easat-6939	12	9	efficacy	efficacy	NOUN
easat-6939	12	10	of	of	ADP
easat-6939	12	11	authentication	authentication	NOUN
easat-6939	12	12	systems	system	NOUN
easat-6939	12	13	,	,	PUNCT
easat-6939	12	14	biometric	biometric	ADJ
easat-6939	12	15	authentication	authentication	NOUN
easat-6939	12	16	has	have	AUX
easat-6939	12	17	garnered	garner	VERB
easat-6939	12	18	significant	significant	ADJ
easat-6939	12	19	attention	attention	NOUN
easat-6939	12	20	.	.	PUNCT
easat-6939	13	1	as	as	ADP
easat-6939	13	2	the	the	DET
easat-6939	13	3	imperative	imperative	NOUN
easat-6939	13	4	for	for	ADP
easat-6939	13	5	personal	personal	ADJ
easat-6939	13	6	data	datum	NOUN
easat-6939	13	7	security	security	NOUN
easat-6939	13	8	intensifies	intensifie	NOUN
easat-6939	13	9	,	,	PUNCT
easat-6939	13	10	multi	multi	ADJ
easat-6939	13	11	-	-	ADJ
easat-6939	13	12	biometric	biometric	ADJ
easat-6939	13	13	fusionbased	fusionbase	VERB
easat-6939	13	14	identification	identification	NOUN
easat-6939	13	15	systems	system	NOUN
easat-6939	13	16	emerge	emerge	VERB
easat-6939	13	17	as	as	ADP
easat-6939	13	18	a	a	DET
easat-6939	13	19	promising	promising	ADJ
easat-6939	13	20	solution	solution	NOUN
easat-6939	13	21	to	to	PART
easat-6939	13	22	bolster	bolster	VERB
easat-6939	13	23	performance	performance	NOUN
easat-6939	13	24	accuracy	accuracy	NOUN
easat-6939	13	25	.	.	PUNCT
easat-6939	14	1	this	this	DET
easat-6939	14	2	paper	paper	NOUN
easat-6939	14	3	introduces	introduce	VERB
easat-6939	14	4	a	a	DET
easat-6939	14	5	novel	novel	ADJ
easat-6939	14	6	computational	computational	ADJ
easat-6939	14	7	multimodal	multimodal	ADJ
easat-6939	14	8	biometric	biometric	ADJ
easat-6939	14	9	recognition	recognition	NOUN
easat-6939	14	10	technique	technique	NOUN
easat-6939	14	11	aimed	aim	VERB
easat-6939	14	12	at	at	ADP
easat-6939	14	13	autonomously	autonomously	ADV
easat-6939	14	14	authenticating	authenticate	VERB
easat-6939	14	15	facial	facial	ADJ
easat-6939	14	16	,	,	PUNCT
easat-6939	14	17	iris	iris	NOUN
easat-6939	14	18	,	,	PUNCT
easat-6939	14	19	and	and	CCONJ
easat-6939	14	20	fingerprint	fingerprint	NOUN
easat-6939	14	21	images	image	NOUN
easat-6939	14	22	using	use	VERB
easat-6939	14	23	advanced	advanced	ADJ
easat-6939	14	24	deep	deep	ADJ
easat-6939	14	25	learning	learning	NOUN
easat-6939	14	26	methodologies	methodology	NOUN
easat-6939	14	27	.	.	PUNCT
easat-6939	15	1	by	by	ADP
easat-6939	15	2	integrating	integrate	VERB
easat-6939	15	3	features	feature	NOUN
easat-6939	15	4	using	use	VERB
easat-6939	15	5	fusion	fusion	NOUN
easat-6939	15	6	-	-	PUNCT
easat-6939	15	7	based	base	VERB
easat-6939	15	8	feature	feature	NOUN
easat-6939	15	9	extraction	extraction	NOUN
easat-6939	15	10	(	(	PUNCT
easat-6939	15	11	weighted	weight	VERB
easat-6939	15	12	sum	sum	NOUN
easat-6939	15	13	rule	rule	NOUN
easat-6939	15	14	)	)	PUNCT
easat-6939	15	15	,	,	PUNCT
easat-6939	15	16	and	and	CCONJ
easat-6939	15	17	classification	classification	NOUN
easat-6939	15	18	using	use	VERB
easat-6939	15	19	deep	deep	ADJ
easat-6939	15	20	cross	cross	ADJ
easat-6939	15	21	-	-	ADJ
easat-6939	15	22	modal	modal	ADJ
easat-6939	15	23	retrieval	retrieval	NOUN
easat-6939	15	24	(	(	PUNCT
easat-6939	15	25	dcmr	dcmr	PROPN
easat-6939	15	26	)	)	PUNCT
easat-6939	15	27	,	,	PUNCT
easat-6939	15	28	this	this	DET
easat-6939	15	29	approach	approach	NOUN
easat-6939	15	30	produces	produce	VERB
easat-6939	15	31	robust	robust	ADJ
easat-6939	15	32	representations	representation	NOUN
easat-6939	15	33	of	of	ADP
easat-6939	15	34	facial	facial	ADJ
easat-6939	15	35	,	,	PUNCT
easat-6939	15	36	iris	iris	NOUN
easat-6939	15	37	,	,	PUNCT
easat-6939	15	38	and	and	CCONJ
easat-6939	15	39	fingerprint	fingerprint	NOUN
easat-6939	15	40	characteristics	characteristic	NOUN
easat-6939	15	41	by	by	ADP
easat-6939	15	42	generating	generate	VERB
easat-6939	15	43	otp	otp	INTJ
easat-6939	15	44	(	(	PUNCT
easat-6939	15	45	one	one	NUM
easat-6939	15	46	-	-	PUNCT
easat-6939	15	47	time	time	NOUN
easat-6939	15	48	password	password	NOUN
easat-6939	15	49	)	)	PUNCT
easat-6939	15	50	to	to	PART
easat-6939	15	51	enhance	enhance	VERB
easat-6939	15	52	authentication	authentication	NOUN
easat-6939	15	53	in	in	ADP
easat-6939	15	54	the	the	DET
easat-6939	15	55	cloud	cloud	NOUN
easat-6939	15	56	environment	environment	NOUN
easat-6939	15	57	.	.	PUNCT
easat-6939	16	1	the	the	DET
easat-6939	16	2	efficacy	efficacy	NOUN
easat-6939	16	3	of	of	ADP
easat-6939	16	4	the	the	DET
easat-6939	16	5	proposed	propose	VERB
easat-6939	16	6	approach	approach	NOUN
easat-6939	16	7	is	be	AUX
easat-6939	16	8	evaluated	evaluate	VERB
easat-6939	16	9	by	by	ADP
easat-6939	16	10	comparing	compare	VERB
easat-6939	16	11	its	its	PRON
easat-6939	16	12	performance	performance	NOUN
easat-6939	16	13	against	against	ADP
easat-6939	16	14	established	establish	VERB
easat-6939	16	15	classifiers	classifier	NOUN
easat-6939	16	16	such	such	ADJ
easat-6939	16	17	as	as	ADP
easat-6939	16	18	support	support	NOUN
easat-6939	16	19	vector	vector	NOUN
easat-6939	16	20	machines	machine	NOUN
easat-6939	16	21	(	(	PUNCT
easat-6939	16	22	svm	svm	PROPN
easat-6939	16	23	)	)	PUNCT
easat-6939	16	24	,	,	PUNCT
easat-6939	16	25	random	random	ADJ
easat-6939	16	26	forests	forest	NOUN
easat-6939	16	27	,	,	PUNCT
easat-6939	16	28	decision	decision	NOUN
easat-6939	16	29	trees	tree	NOUN
easat-6939	16	30	,	,	PUNCT
easat-6939	16	31	and	and	CCONJ
easat-6939	16	32	k	k	X
easat-6939	16	33	-	-	PUNCT
easat-6939	16	34	nearest	near	ADJ
easat-6939	16	35	neighbors	neighbor	NOUN
easat-6939	16	36	(	(	PUNCT
easat-6939	16	37	knn	knn	PROPN
easat-6939	16	38	)	)	PUNCT
easat-6939	16	39	,	,	PUNCT
easat-6939	16	40	utilizing	utilize	VERB
easat-6939	16	41	metrics	metric	NOUN
easat-6939	16	42	including	include	VERB
easat-6939	16	43	recognition	recognition	NOUN
easat-6939	16	44	rate	rate	NOUN
easat-6939	16	45	,	,	PUNCT
easat-6939	16	46	precision	precision	NOUN
easat-6939	16	47	,	,	PUNCT
easat-6939	16	48	recall	recall	NOUN
easat-6939	16	49	,	,	PUNCT
easat-6939	16	50	and	and	CCONJ
easat-6939	16	51	f	f	X
easat-6939	16	52	-	-	PUNCT
easat-6939	16	53	measure	measure	NOUN
easat-6939	16	54	.	.	PUNCT
easat-6939	17	1	results	result	NOUN
easat-6939	17	2	demonstrate	demonstrate	VERB
easat-6939	17	3	a	a	DET
easat-6939	17	4	recognition	recognition	NOUN
easat-6939	17	5	rate	rate	NOUN
easat-6939	17	6	of	of	ADP
easat-6939	17	7	99.2	99.2	NUM
easat-6939	17	8	%	%	NOUN
easat-6939	17	9	,	,	PUNCT
easat-6939	17	10	surpassing	surpass	VERB
easat-6939	17	11	alternative	alternative	ADJ
easat-6939	17	12	models	model	NOUN
easat-6939	17	13	considered	consider	VERB
easat-6939	17	14	.	.	PUNCT
easat-6939	18	1	these	these	DET
easat-6939	18	2	findings	finding	NOUN
easat-6939	18	3	highlight	highlight	VERB
easat-6939	18	4	the	the	DET
easat-6939	18	5	potential	potential	NOUN
easat-6939	18	6	of	of	ADP
easat-6939	18	7	advanced	advanced	ADJ
easat-6939	18	8	deep	deep	ADJ
easat-6939	18	9	learning	learning	NOUN
easat-6939	18	10	methodologies	methodology	NOUN
easat-6939	18	11	within	within	ADP
easat-6939	18	12	cloud	cloud	NOUN
easat-6939	18	13	computing	compute	VERB
easat-6939	18	14	environments	environment	NOUN
easat-6939	18	15	to	to	PART
easat-6939	18	16	enhance	enhance	VERB
easat-6939	18	17	multimodal	multimodal	ADJ
easat-6939	18	18	biometric	biometric	ADJ
easat-6939	18	19	authentication	authentication	NOUN
easat-6939	18	20	systems	system	NOUN
easat-6939	18	21	.	.	PUNCT
easat-6939	19	1	this	this	DET
easat-6939	19	2	approach	approach	NOUN
easat-6939	19	3	utilizes	utilize	VERB
easat-6939	19	4	biometric	biometric	NOUN
easat-6939	19	5	-	-	PUNCT
easat-6939	19	6	as	as	ADP
easat-6939	19	7	-	-	PUNCT
easat-6939	19	8	a	a	DET
easat-6939	19	9	-	-	PUNCT
easat-6939	19	10	service	service	NOUN
easat-6939	19	11	(	(	PUNCT
easat-6939	19	12	baas	baas	NOUN
easat-6939	19	13	)	)	PUNCT
easat-6939	19	14	to	to	PART
easat-6939	19	15	streamline	streamline	VERB
easat-6939	19	16	complexity	complexity	NOUN
easat-6939	19	17	and	and	CCONJ
easat-6939	19	18	computational	computational	ADJ
easat-6939	19	19	overhead	overhead	NOUN
easat-6939	19	20	,	,	PUNCT
easat-6939	19	21	facilitating	facilitate	VERB
easat-6939	19	22	broader	broad	ADJ
easat-6939	19	23	implementation	implementation	NOUN
easat-6939	19	24	of	of	ADP
easat-6939	19	25	robust	robust	ADJ
easat-6939	19	26	biometric	biometric	ADJ
easat-6939	19	27	security	security	NOUN
easat-6939	19	28	measures	measure	NOUN
easat-6939	19	29	in	in	ADP
easat-6939	19	30	cloud	cloud	NOUN
easat-6939	19	31	-	-	PUNCT
easat-6939	19	32	based	base	VERB
easat-6939	19	33	ecosystems	ecosystem	NOUN
easat-6939	19	34	.	.	PUNCT
easat-6939	20	1	keywords	keyword	NOUN
easat-6939	20	2	:	:	PUNCT
easat-6939	20	3	deep	deep	ADJ
easat-6939	20	4	cross	cross	ADJ
easat-6939	20	5	-	-	ADJ
easat-6939	20	6	modal	modal	ADJ
easat-6939	20	7	retrieval	retrieval	NOUN
easat-6939	20	8	(	(	PUNCT
easat-6939	20	9	dcmr	dcmr	PROPN
easat-6939	20	10	)	)	PUNCT
easat-6939	20	11	,	,	PUNCT
easat-6939	20	12	fusion	fusion	NOUN
easat-6939	20	13	based	base	VERB
easat-6939	20	14	feature	feature	NOUN
easat-6939	20	15	extraction	extraction	NOUN
easat-6939	20	16	(	(	PUNCT
easat-6939	20	17	weighted	weight	VERB
easat-6939	20	18	sum	sum	NOUN
easat-6939	20	19	rule	rule	NOUN
easat-6939	20	20	)	)	PUNCT
easat-6939	20	21	,	,	PUNCT
easat-6939	20	22	k	k	X
easat-6939	20	23	-	-	PUNCT
easat-6939	20	24	nearest	near	ADJ
easat-6939	20	25	neighbors	neighbor	NOUN
easat-6939	20	26	(	(	PUNCT
easat-6939	20	27	knn	knn	PROPN
easat-6939	20	28	)	)	PUNCT
easat-6939	20	29	,	,	PUNCT
easat-6939	20	30	multi	multi	ADJ
easat-6939	20	31	-	-	ADJ
easat-6939	20	32	modal	modal	ADJ
easat-6939	20	33	authentication	authentication	NOUN
easat-6939	20	34	,	,	PUNCT
easat-6939	20	35	support	support	VERB
easat-6939	20	36	vector	vector	NOUN
easat-6939	20	37	machines	machine	NOUN
easat-6939	20	38	(	(	PUNCT
easat-6939	20	39	svm	svm	PROPN
easat-6939	20	40	)	)	PUNCT
easat-6939	20	41	.	.	PUNCT
easat-6939	21	1	1	1	X
easat-6939	21	2	.	.	X
easat-6939	21	3	introduction	introduction	NOUN
easat-6939	21	4	in	in	ADP
easat-6939	21	5	recent	recent	ADJ
easat-6939	21	6	years	year	NOUN
easat-6939	21	7	,	,	PUNCT
easat-6939	21	8	the	the	DET
easat-6939	21	9	proliferation	proliferation	NOUN
easat-6939	21	10	of	of	ADP
easat-6939	21	11	cloud	cloud	NOUN
easat-6939	21	12	computing	computing	NOUN
easat-6939	21	13	has	have	AUX
easat-6939	21	14	revolutionized	revolutionize	VERB
easat-6939	21	15	the	the	DET
easat-6939	21	16	way	way	NOUN
easat-6939	21	17	businesses	business	NOUN
easat-6939	21	18	access	access	NOUN
easat-6939	21	19	and	and	CCONJ
easat-6939	21	20	manage	manage	VERB
easat-6939	21	21	computational	computational	ADJ
easat-6939	21	22	resources	resource	NOUN
easat-6939	21	23	.	.	PUNCT
easat-6939	22	1	the	the	DET
easat-6939	22	2	scalability	scalability	NOUN
easat-6939	22	3	and	and	CCONJ
easat-6939	22	4	cost	cost	NOUN
easat-6939	22	5	-	-	PUNCT
easat-6939	22	6	efficiency	efficiency	NOUN
easat-6939	22	7	offered	offer	VERB
easat-6939	22	8	by	by	ADP
easat-6939	22	9	cloud	cloud	NOUN
easat-6939	22	10	platforms	platform	NOUN
easat-6939	22	11	have	have	AUX
easat-6939	22	12	made	make	VERB
easat-6939	22	13	them	they	PRON
easat-6939	22	14	indispensable	indispensable	ADJ
easat-6939	22	15	for	for	ADP
easat-6939	22	16	organizations	organization	NOUN
easat-6939	22	17	across	across	ADP
easat-6939	22	18	various	various	ADJ
easat-6939	22	19	industries	industry	NOUN
easat-6939	22	20	.	.	PUNCT
easat-6939	23	1	however	however	ADV
easat-6939	23	2	,	,	PUNCT
easat-6939	23	3	alongside	alongside	ADP
easat-6939	23	4	the	the	DET
easat-6939	23	5	benefits	benefit	NOUN
easat-6939	23	6	of	of	ADP
easat-6939	23	7	cloud	cloud	NOUN
easat-6939	23	8	computing	computing	NOUN
easat-6939	23	9	come	come	VERB
easat-6939	23	10	significant	significant	ADJ
easat-6939	23	11	security	security	NOUN
easat-6939	23	12	concerns	concern	NOUN
easat-6939	23	13	,	,	PUNCT
easat-6939	23	14	particularly	particularly	ADV
easat-6939	23	15	regarding	regard	VERB
easat-6939	23	16	data	data	NOUN
easat-6939	23	17	privacy	privacy	NOUN
easat-6939	23	18	and	and	CCONJ
easat-6939	23	19	unauthorized	unauthorized	ADJ
easat-6939	23	20	access	access	NOUN
easat-6939	23	21	to	to	ADP
easat-6939	23	22	sensitive	sensitive	ADJ
easat-6939	23	23	information	information	NOUN
easat-6939	23	24	.	.	PUNCT
easat-6939	24	1	one	one	NUM
easat-6939	24	2	of	of	ADP
easat-6939	24	3	the	the	DET
easat-6939	24	4	key	key	ADJ
easat-6939	24	5	challenges	challenge	NOUN
easat-6939	24	6	in	in	ADP
easat-6939	24	7	cloud	cloud	ADJ
easat-6939	24	8	security	security	NOUN
easat-6939	24	9	lies	lie	VERB
easat-6939	24	10	in	in	ADP
easat-6939	24	11	the	the	DET
easat-6939	24	12	realm	realm	NOUN
easat-6939	24	13	of	of	ADP
easat-6939	24	14	authentication	authentication	NOUN
easat-6939	24	15	systems	system	NOUN
easat-6939	24	16	.	.	PUNCT
easat-6939	25	1	traditional	traditional	ADJ
easat-6939	25	2	password	password	NOUN
easat-6939	25	3	-	-	PUNCT
easat-6939	25	4	based	base	VERB
easat-6939	25	5	authentication	authentication	NOUN
easat-6939	25	6	methods	method	NOUN
easat-6939	25	7	are	be	AUX
easat-6939	25	8	susceptible	susceptible	ADJ
easat-6939	25	9	to	to	ADP
easat-6939	25	10	vulnerabilities	vulnerability	NOUN
easat-6939	25	11	such	such	ADJ
easat-6939	25	12	as	as	ADP
easat-6939	25	13	phishing	phishe	VERB
easat-6939	25	14	attacks	attack	NOUN
easat-6939	25	15	,	,	PUNCT
easat-6939	25	16	password	password	NOUN
easat-6939	25	17	breaches	breach	NOUN
easat-6939	25	18	,	,	PUNCT
easat-6939	25	19	and	and	CCONJ
easat-6939	25	20	brute	brute	ADJ
easat-6939	25	21	force	force	NOUN
easat-6939	25	22	attacks	attack	NOUN
easat-6939	25	23	.	.	PUNCT
easat-6939	26	1	as	as	ADP
easat-6939	26	2	a	a	DET
easat-6939	26	3	result	result	NOUN
easat-6939	26	4	,	,	PUNCT
easat-6939	26	5	there	there	PRON
easat-6939	26	6	has	have	AUX
easat-6939	26	7	been	be	AUX
easat-6939	26	8	a	a	DET
easat-6939	26	9	growing	grow	VERB
easat-6939	26	10	interest	interest	NOUN
easat-6939	26	11	in	in	ADP
easat-6939	26	12	exploring	explore	VERB
easat-6939	26	13	alternative	alternative	ADJ
easat-6939	26	14	authentication	authentication	NOUN
easat-6939	26	15	mechanisms	mechanism	NOUN
easat-6939	26	16	that	that	PRON
easat-6939	26	17	offer	offer	VERB
easat-6939	26	18	higher	high	ADJ
easat-6939	26	19	levels	level	NOUN
easat-6939	26	20	of	of	ADP
easat-6939	26	21	security	security	NOUN
easat-6939	26	22	and	and	CCONJ
easat-6939	26	23	reliability	reliability	NOUN
easat-6939	26	24	.	.	PUNCT
easat-6939	27	1	biometric	biometric	ADJ
easat-6939	27	2	authentication	authentication	NOUN
easat-6939	27	3	has	have	AUX
easat-6939	27	4	emerged	emerge	VERB
easat-6939	27	5	as	as	ADP
easat-6939	27	6	a	a	DET
easat-6939	27	7	promising	promising	ADJ
easat-6939	27	8	solution	solution	NOUN
easat-6939	27	9	to	to	PART
easat-6939	27	10	address	address	VERB
easat-6939	27	11	the	the	DET
easat-6939	27	12	555	555	NUM
easat-6939	27	13	edelweiss	edelweiss	PROPN
easat-6939	27	14	applied	apply	VERB
easat-6939	27	15	science	science	NOUN
easat-6939	27	16	and	and	CCONJ
easat-6939	27	17	technology	technology	NOUN
easat-6939	27	18	issn	issn	PROPN
easat-6939	27	19	:	:	PUNCT
easat-6939	27	20	2576	2576	NUM
easat-6939	27	21	-	-	SYM
easat-6939	27	22	8484	8484	NUM
easat-6939	27	23	vol	vol	NOUN
easat-6939	27	24	.	.	PROPN
easat-6939	28	1	9	9	NUM
easat-6939	28	2	,	,	PUNCT
easat-6939	28	3	no	no	INTJ
easat-6939	28	4	.	.	NOUN
easat-6939	28	5	5	5	NUM
easat-6939	28	6	:	:	SYM
easat-6939	28	7	554	554	NUM
easat-6939	28	8	-	-	SYM
easat-6939	28	9	571	571	NUM
easat-6939	28	10	,	,	PUNCT
easat-6939	28	11	2025	2025	NUM
easat-6939	28	12	doi	doi	NOUN
easat-6939	28	13	:	:	PUNCT
easat-6939	28	14	10.55214/25768484.v9i5.6939	10.55214/25768484.v9i5.6939	PROPN
easat-6939	29	1	©	©	PROPN
easat-6939	29	2	2025	2025	NUM
easat-6939	29	3	by	by	ADP
easat-6939	29	4	the	the	DET
easat-6939	29	5	authors	author	NOUN
easat-6939	29	6	;	;	PUNCT
easat-6939	29	7	licensee	licensee	PROPN
easat-6939	29	8	learning	learn	VERB
easat-6939	29	9	gate	gate	NOUN
easat-6939	29	10	shortcomings	shortcoming	NOUN
easat-6939	29	11	of	of	ADP
easat-6939	29	12	traditional	traditional	ADJ
easat-6939	29	13	password	password	NOUN
easat-6939	29	14	-	-	PUNCT
easat-6939	29	15	based	base	VERB
easat-6939	29	16	systems	system	NOUN
easat-6939	29	17	.	.	PUNCT
easat-6939	30	1	by	by	ADP
easat-6939	30	2	leveraging	leverage	VERB
easat-6939	30	3	unique	unique	ADJ
easat-6939	30	4	biological	biological	ADJ
easat-6939	30	5	traits	trait	NOUN
easat-6939	30	6	such	such	ADJ
easat-6939	30	7	as	as	ADP
easat-6939	30	8	fingerprints	fingerprint	NOUN
easat-6939	30	9	and	and	CCONJ
easat-6939	30	10	facial	facial	ADJ
easat-6939	30	11	features	feature	NOUN
easat-6939	30	12	,	,	PUNCT
easat-6939	30	13	biometric	biometric	ADJ
easat-6939	30	14	authentication	authentication	NOUN
easat-6939	30	15	offers	offer	VERB
easat-6939	30	16	a	a	DET
easat-6939	30	17	more	more	ADV
easat-6939	30	18	secure	secure	ADJ
easat-6939	30	19	and	and	CCONJ
easat-6939	30	20	user	user	NOUN
easat-6939	30	21	-	-	PUNCT
easat-6939	30	22	friendly	friendly	ADJ
easat-6939	30	23	method	method	NOUN
easat-6939	30	24	of	of	ADP
easat-6939	30	25	verifying	verifying	NOUN
easat-6939	30	26	identities	identity	NOUN
easat-6939	30	27	.	.	PUNCT
easat-6939	31	1	however	however	ADV
easat-6939	31	2	,	,	PUNCT
easat-6939	31	3	deploying	deploy	VERB
easat-6939	31	4	biometric	biometric	ADJ
easat-6939	31	5	authentication	authentication	NOUN
easat-6939	31	6	systems	system	NOUN
easat-6939	31	7	in	in	ADP
easat-6939	31	8	cloud	cloud	ADJ
easat-6939	31	9	environments	environment	NOUN
easat-6939	31	10	presents	present	VERB
easat-6939	31	11	its	its	PRON
easat-6939	31	12	own	own	ADJ
easat-6939	31	13	set	set	NOUN
easat-6939	31	14	of	of	ADP
easat-6939	31	15	challenges	challenge	NOUN
easat-6939	31	16	,	,	PUNCT
easat-6939	31	17	including	include	VERB
easat-6939	31	18	scalability	scalability	NOUN
easat-6939	31	19	,	,	PUNCT
easat-6939	31	20	interoperability	interoperability	NOUN
easat-6939	31	21	,	,	PUNCT
easat-6939	31	22	and	and	CCONJ
easat-6939	31	23	computational	computational	ADJ
easat-6939	31	24	overhead	overhead	NOUN
easat-6939	31	25	.	.	PUNCT
easat-6939	32	1	to	to	PART
easat-6939	32	2	overcome	overcome	VERB
easat-6939	32	3	these	these	DET
easat-6939	32	4	challenges	challenge	NOUN
easat-6939	32	5	,	,	PUNCT
easat-6939	32	6	researchers	researcher	NOUN
easat-6939	32	7	have	have	AUX
easat-6939	32	8	been	be	AUX
easat-6939	32	9	exploring	explore	VERB
easat-6939	32	10	innovative	innovative	ADJ
easat-6939	32	11	approaches	approach	NOUN
easat-6939	32	12	that	that	PRON
easat-6939	32	13	leverage	leverage	NOUN
easat-6939	32	14	advanced	advance	VERB
easat-6939	32	15	deep	deep	ADJ
easat-6939	32	16	learning	learning	NOUN
easat-6939	32	17	techniques	technique	NOUN
easat-6939	32	18	to	to	PART
easat-6939	32	19	enhance	enhance	VERB
easat-6939	32	20	the	the	DET
easat-6939	32	21	accuracy	accuracy	NOUN
easat-6939	32	22	and	and	CCONJ
easat-6939	32	23	efficiency	efficiency	NOUN
easat-6939	32	24	of	of	ADP
easat-6939	32	25	biometric	biometric	ADJ
easat-6939	32	26	authentication	authentication	NOUN
easat-6939	32	27	systems	system	NOUN
easat-6939	32	28	in	in	ADP
easat-6939	32	29	cloud	cloud	NOUN
easat-6939	32	30	computing	computing	NOUN
easat-6939	32	31	environments	environment	NOUN
easat-6939	32	32	.	.	PUNCT
easat-6939	33	1	in	in	ADP
easat-6939	33	2	this	this	DET
easat-6939	33	3	context	context	NOUN
easat-6939	33	4	,	,	PUNCT
easat-6939	33	5	multimodal	multimodal	ADJ
easat-6939	33	6	biometric	biometric	ADJ
easat-6939	33	7	fusion	fusion	NOUN
easat-6939	33	8	-	-	PUNCT
easat-6939	33	9	based	base	VERB
easat-6939	33	10	identification	identification	NOUN
easat-6939	33	11	systems	system	NOUN
easat-6939	33	12	have	have	AUX
easat-6939	33	13	garnered	garner	VERB
easat-6939	33	14	significant	significant	ADJ
easat-6939	33	15	attention	attention	NOUN
easat-6939	33	16	for	for	ADP
easat-6939	33	17	their	their	PRON
easat-6939	33	18	ability	ability	NOUN
easat-6939	33	19	to	to	PART
easat-6939	33	20	combine	combine	VERB
easat-6939	33	21	multiple	multiple	ADJ
easat-6939	33	22	biometric	biometric	ADJ
easat-6939	33	23	modalities	modality	NOUN
easat-6939	33	24	,	,	PUNCT
easat-6939	33	25	such	such	ADJ
easat-6939	33	26	as	as	ADP
easat-6939	33	27	facial	facial	ADJ
easat-6939	33	28	and	and	CCONJ
easat-6939	33	29	fingerprint	fingerprint	NOUN
easat-6939	33	30	recognition	recognition	NOUN
easat-6939	33	31	,	,	PUNCT
easat-6939	33	32	to	to	PART
easat-6939	33	33	improve	improve	VERB
easat-6939	33	34	authentication	authentication	NOUN
easat-6939	33	35	performance	performance	NOUN
easat-6939	33	36	.	.	PUNCT
easat-6939	34	1	this	this	DET
easat-6939	34	2	paper	paper	NOUN
easat-6939	34	3	introduces	introduce	VERB
easat-6939	34	4	a	a	DET
easat-6939	34	5	novel	novel	ADJ
easat-6939	34	6	computational	computational	ADJ
easat-6939	34	7	multimodal	multimodal	ADJ
easat-6939	34	8	biometric	biometric	ADJ
easat-6939	34	9	recognition	recognition	NOUN
easat-6939	34	10	technique	technique	NOUN
easat-6939	34	11	that	that	PRON
easat-6939	34	12	autonomously	autonomously	ADV
easat-6939	34	13	authenticates	authenticate	VERB
easat-6939	34	14	facial	facial	ADJ
easat-6939	34	15	and	and	CCONJ
easat-6939	34	16	fingerprint	fingerprint	NOUN
easat-6939	34	17	images	image	NOUN
easat-6939	34	18	using	use	VERB
easat-6939	34	19	advanced	advanced	ADJ
easat-6939	34	20	deep	deep	ADJ
easat-6939	34	21	learning	learning	NOUN
easat-6939	34	22	methodologies	methodology	NOUN
easat-6939	34	23	.	.	PUNCT
easat-6939	35	1	by	by	ADP
easat-6939	35	2	integrating	integrate	VERB
easat-6939	35	3	features	feature	NOUN
easat-6939	35	4	extracted	extract	VERB
easat-6939	35	5	from	from	ADP
easat-6939	35	6	histogram	histogram	NOUN
easat-6939	35	7	of	of	ADP
easat-6939	35	8	oriented	orient	VERB
easat-6939	35	9	gradients	gradient	NOUN
easat-6939	35	10	(	(	PUNCT
easat-6939	35	11	hog	hog	NOUN
easat-6939	35	12	)	)	PUNCT
easat-6939	35	13	and	and	CCONJ
easat-6939	35	14	deep	deep	ADJ
easat-6939	35	15	belief	belief	NOUN
easat-6939	35	16	network	network	NOUN
easat-6939	35	17	(	(	PUNCT
easat-6939	35	18	dbn	dbn	PROPN
easat-6939	35	19	)	)	PUNCT
easat-6939	35	20	,	,	PUNCT
easat-6939	35	21	this	this	DET
easat-6939	35	22	approach	approach	NOUN
easat-6939	35	23	aims	aim	VERB
easat-6939	35	24	to	to	PART
easat-6939	35	25	produce	produce	VERB
easat-6939	35	26	robust	robust	ADJ
easat-6939	35	27	representations	representation	NOUN
easat-6939	35	28	of	of	ADP
easat-6939	35	29	facial	facial	ADJ
easat-6939	35	30	and	and	CCONJ
easat-6939	35	31	fingerprint	fingerprint	NOUN
easat-6939	35	32	characteristics	characteristic	NOUN
easat-6939	35	33	.	.	PUNCT
easat-6939	36	1	additionally	additionally	ADV
easat-6939	36	2	,	,	PUNCT
easat-6939	36	3	principal	principal	ADJ
easat-6939	36	4	component	component	NOUN
easat-6939	36	5	analysis	analysis	NOUN
easat-6939	36	6	(	(	PUNCT
easat-6939	36	7	pca)-based	pca)-base	VERB
easat-6939	36	8	dimensionality	dimensionality	NOUN
easat-6939	36	9	reduction	reduction	NOUN
easat-6939	36	10	techniques	technique	NOUN
easat-6939	36	11	are	be	AUX
easat-6939	36	12	employed	employ	VERB
easat-6939	36	13	to	to	PART
easat-6939	36	14	mitigate	mitigate	VERB
easat-6939	36	15	overfitting	overfitte	VERB
easat-6939	36	16	risks	risk	NOUN
easat-6939	36	17	and	and	CCONJ
easat-6939	36	18	enhance	enhance	VERB
easat-6939	36	19	the	the	DET
easat-6939	36	20	generalization	generalization	NOUN
easat-6939	36	21	ability	ability	NOUN
easat-6939	36	22	of	of	ADP
easat-6939	36	23	the	the	DET
easat-6939	36	24	model	model	NOUN
easat-6939	36	25	.	.	PUNCT
easat-6939	37	1	the	the	DET
easat-6939	37	2	efficacy	efficacy	NOUN
easat-6939	37	3	of	of	ADP
easat-6939	37	4	the	the	DET
easat-6939	37	5	proposed	propose	VERB
easat-6939	37	6	approach	approach	NOUN
easat-6939	37	7	is	be	AUX
easat-6939	37	8	evaluated	evaluate	VERB
easat-6939	37	9	through	through	ADP
easat-6939	37	10	comprehensive	comprehensive	ADJ
easat-6939	37	11	experiments	experiment	NOUN
easat-6939	37	12	comparing	compare	VERB
easat-6939	37	13	its	its	PRON
easat-6939	37	14	performance	performance	NOUN
easat-6939	37	15	against	against	ADP
easat-6939	37	16	established	establish	VERB
easat-6939	37	17	classifiers	classifier	NOUN
easat-6939	37	18	such	such	ADJ
easat-6939	37	19	as	as	ADP
easat-6939	37	20	support	support	NOUN
easat-6939	37	21	vector	vector	NOUN
easat-6939	37	22	machines	machine	NOUN
easat-6939	37	23	(	(	PUNCT
easat-6939	37	24	svm	svm	PROPN
easat-6939	37	25	)	)	PUNCT
easat-6939	37	26	,	,	PUNCT
easat-6939	37	27	random	random	ADJ
easat-6939	37	28	forests	forest	NOUN
easat-6939	37	29	,	,	PUNCT
easat-6939	37	30	decision	decision	NOUN
easat-6939	37	31	trees	tree	NOUN
easat-6939	37	32	,	,	PUNCT
easat-6939	37	33	and	and	CCONJ
easat-6939	37	34	k	k	X
easat-6939	37	35	-	-	PUNCT
easat-6939	37	36	nearest	near	ADJ
easat-6939	37	37	neighbors	neighbor	NOUN
easat-6939	37	38	(	(	PUNCT
easat-6939	37	39	knn	knn	PROPN
easat-6939	37	40	)	)	PUNCT
easat-6939	37	41	.	.	PUNCT
easat-6939	38	1	performance	performance	NOUN
easat-6939	38	2	metrics	metric	NOUN
easat-6939	38	3	including	include	VERB
easat-6939	38	4	recognition	recognition	NOUN
easat-6939	38	5	rate	rate	NOUN
easat-6939	38	6	,	,	PUNCT
easat-6939	38	7	precision	precision	NOUN
easat-6939	38	8	,	,	PUNCT
easat-6939	38	9	recall	recall	NOUN
easat-6939	38	10	,	,	PUNCT
easat-6939	38	11	and	and	CCONJ
easat-6939	38	12	f	f	X
easat-6939	38	13	-	-	PUNCT
easat-6939	38	14	measure	measure	NOUN
easat-6939	38	15	are	be	AUX
easat-6939	38	16	utilized	utilize	VERB
easat-6939	38	17	to	to	PART
easat-6939	38	18	assess	assess	VERB
easat-6939	38	19	the	the	DET
easat-6939	38	20	effectiveness	effectiveness	NOUN
easat-6939	38	21	of	of	ADP
easat-6939	38	22	the	the	DET
easat-6939	38	23	proposed	propose	VERB
easat-6939	38	24	technique	technique	NOUN
easat-6939	38	25	.	.	PUNCT
easat-6939	39	1	furthermore	furthermore	ADV
easat-6939	39	2	,	,	PUNCT
easat-6939	39	3	the	the	DET
easat-6939	39	4	paper	paper	NOUN
easat-6939	39	5	discusses	discuss	VERB
easat-6939	39	6	the	the	DET
easat-6939	39	7	integration	integration	NOUN
easat-6939	39	8	of	of	ADP
easat-6939	39	9	biometric	biometric	NOUN
easat-6939	39	10	-	-	PUNCT
easat-6939	39	11	as	as	ADP
easat-6939	39	12	-	-	PUNCT
easat-6939	39	13	a	a	DET
easat-6939	39	14	-	-	PUNCT
easat-6939	39	15	service	service	NOUN
easat-6939	39	16	(	(	PUNCT
easat-6939	39	17	baas	baas	NOUN
easat-6939	39	18	)	)	PUNCT
easat-6939	39	19	within	within	ADP
easat-6939	39	20	cloud	cloud	NOUN
easat-6939	39	21	computing	compute	VERB
easat-6939	39	22	environments	environment	NOUN
easat-6939	39	23	to	to	PART
easat-6939	39	24	streamline	streamline	VERB
easat-6939	39	25	complexity	complexity	NOUN
easat-6939	39	26	and	and	CCONJ
easat-6939	39	27	computational	computational	ADJ
easat-6939	39	28	overhead	overhead	NOUN
easat-6939	39	29	,	,	PUNCT
easat-6939	39	30	thereby	thereby	ADV
easat-6939	39	31	facilitating	facilitate	VERB
easat-6939	39	32	broader	broad	ADJ
easat-6939	39	33	implementation	implementation	NOUN
easat-6939	39	34	of	of	ADP
easat-6939	39	35	robust	robust	ADJ
easat-6939	39	36	biometric	biometric	ADJ
easat-6939	39	37	security	security	NOUN
easat-6939	39	38	measures	measure	NOUN
easat-6939	39	39	.	.	PUNCT
easat-6939	40	1	by	by	ADP
easat-6939	40	2	leveraging	leverage	VERB
easat-6939	40	3	advanced	advanced	ADJ
easat-6939	40	4	deep	deep	ADJ
easat-6939	40	5	learning	learning	NOUN
easat-6939	40	6	methodologies	methodology	NOUN
easat-6939	40	7	,	,	PUNCT
easat-6939	40	8	this	this	DET
easat-6939	40	9	approach	approach	NOUN
easat-6939	40	10	offers	offer	VERB
easat-6939	40	11	a	a	DET
easat-6939	40	12	promising	promising	ADJ
easat-6939	40	13	avenue	avenue	NOUN
easat-6939	40	14	for	for	ADP
easat-6939	40	15	enhancing	enhance	VERB
easat-6939	40	16	security	security	NOUN
easat-6939	40	17	and	and	CCONJ
easat-6939	40	18	authentication	authentication	NOUN
easat-6939	40	19	systems	system	NOUN
easat-6939	40	20	in	in	ADP
easat-6939	40	21	cloud	cloud	NOUN
easat-6939	40	22	computing	computing	NOUN
easat-6939	40	23	environments	environment	NOUN
easat-6939	40	24	,	,	PUNCT
easat-6939	40	25	addressing	address	VERB
easat-6939	40	26	the	the	DET
easat-6939	40	27	growing	grow	VERB
easat-6939	40	28	imperative	imperative	NOUN
easat-6939	40	29	for	for	ADP
easat-6939	40	30	personal	personal	ADJ
easat-6939	40	31	data	datum	NOUN
easat-6939	40	32	security	security	NOUN
easat-6939	40	33	.	.	PUNCT
easat-6939	41	1	2	2	X
easat-6939	41	2	.	.	X
easat-6939	41	3	literature	literature	NOUN
easat-6939	41	4	survey	survey	NOUN
easat-6939	41	5	this	this	DET
easat-6939	41	6	book	book	NOUN
easat-6939	41	7	provides	provide	VERB
easat-6939	41	8	a	a	DET
easat-6939	41	9	foundational	foundational	ADJ
easat-6939	41	10	understanding	understanding	NOUN
easat-6939	41	11	of	of	ADP
easat-6939	41	12	biometrics	biometric	NOUN
easat-6939	41	13	,	,	PUNCT
easat-6939	41	14	which	which	PRON
easat-6939	41	15	involves	involve	VERB
easat-6939	41	16	the	the	DET
easat-6939	41	17	identification	identification	NOUN
easat-6939	41	18	or	or	CCONJ
easat-6939	41	19	verification	verification	NOUN
easat-6939	41	20	of	of	ADP
easat-6939	41	21	individuals	individual	NOUN
easat-6939	41	22	based	base	VERB
easat-6939	41	23	on	on	ADP
easat-6939	41	24	their	their	PRON
easat-6939	41	25	physiological	physiological	ADJ
easat-6939	41	26	or	or	CCONJ
easat-6939	41	27	behavioral	behavioral	ADJ
easat-6939	41	28	characteristics	characteristic	NOUN
easat-6939	41	29	.	.	PUNCT
easat-6939	42	1	it	it	PRON
easat-6939	42	2	covers	cover	VERB
easat-6939	42	3	various	various	ADJ
easat-6939	42	4	biometric	biometric	ADJ
easat-6939	42	5	modalities	modality	NOUN
easat-6939	42	6	such	such	ADJ
easat-6939	42	7	as	as	ADP
easat-6939	42	8	fingerprints	fingerprint	NOUN
easat-6939	42	9	,	,	PUNCT
easat-6939	42	10	iris	iris	NOUN
easat-6939	42	11	patterns	pattern	NOUN
easat-6939	42	12	,	,	PUNCT
easat-6939	42	13	face	face	NOUN
easat-6939	42	14	recognition	recognition	NOUN
easat-6939	42	15	,	,	PUNCT
easat-6939	42	16	voice	voice	NOUN
easat-6939	42	17	recognition	recognition	NOUN
easat-6939	42	18	,	,	PUNCT
easat-6939	42	19	and	and	CCONJ
easat-6939	42	20	more	more	ADJ
easat-6939	42	21	.	.	PUNCT
easat-6939	43	1	the	the	DET
easat-6939	43	2	text	text	NOUN
easat-6939	43	3	likely	likely	ADV
easat-6939	43	4	discusses	discuss	VERB
easat-6939	43	5	principles	principle	NOUN
easat-6939	43	6	,	,	PUNCT
easat-6939	43	7	techniques	technique	NOUN
easat-6939	43	8	,	,	PUNCT
easat-6939	43	9	and	and	CCONJ
easat-6939	43	10	applications	application	NOUN
easat-6939	43	11	of	of	ADP
easat-6939	43	12	biometric	biometric	ADJ
easat-6939	43	13	systems	system	NOUN
easat-6939	43	14	[	[	X
easat-6939	43	15	1	1	NUM
easat-6939	43	16	]	]	PUNCT
easat-6939	43	17	.	.	PUNCT
easat-6939	44	1	fingerprint	fingerprint	NOUN
easat-6939	44	2	recognition	recognition	NOUN
easat-6939	44	3	is	be	AUX
easat-6939	44	4	a	a	DET
easat-6939	44	5	widely	widely	ADV
easat-6939	44	6	used	use	VERB
easat-6939	44	7	biometric	biometric	ADJ
easat-6939	44	8	modality	modality	NOUN
easat-6939	44	9	,	,	PUNCT
easat-6939	44	10	and	and	CCONJ
easat-6939	44	11	this	this	DET
easat-6939	44	12	review	review	NOUN
easat-6939	44	13	focuses	focus	VERB
easat-6939	44	14	on	on	ADP
easat-6939	44	15	recent	recent	ADJ
easat-6939	44	16	advancements	advancement	NOUN
easat-6939	44	17	in	in	ADP
easat-6939	44	18	this	this	DET
easat-6939	44	19	field	field	NOUN
easat-6939	44	20	,	,	PUNCT
easat-6939	44	21	particularly	particularly	ADV
easat-6939	44	22	those	those	PRON
easat-6939	44	23	driven	drive	VERB
easat-6939	44	24	by	by	ADP
easat-6939	44	25	deep	deep	ADJ
easat-6939	44	26	learning	learning	NOUN
easat-6939	44	27	techniques	technique	NOUN
easat-6939	44	28	.	.	PUNCT
easat-6939	45	1	it	it	PRON
easat-6939	45	2	likely	likely	ADV
easat-6939	45	3	discusses	discuss	VERB
easat-6939	45	4	various	various	ADJ
easat-6939	45	5	deep	deep	ADJ
easat-6939	45	6	learning	learning	NOUN
easat-6939	45	7	architectures	architecture	NOUN
easat-6939	45	8	,	,	PUNCT
easat-6939	45	9	such	such	ADJ
easat-6939	45	10	as	as	ADP
easat-6939	45	11	convolutional	convolutional	ADJ
easat-6939	45	12	neural	neural	ADJ
easat-6939	45	13	networks	network	NOUN
easat-6939	45	14	(	(	PUNCT
easat-6939	45	15	cnns	cnns	PROPN
easat-6939	45	16	)	)	PUNCT
easat-6939	45	17	or	or	CCONJ
easat-6939	45	18	recurrent	recurrent	ADJ
easat-6939	45	19	neural	neural	ADJ
easat-6939	45	20	networks	network	NOUN
easat-6939	45	21	(	(	PUNCT
easat-6939	45	22	rnns	rnns	PROPN
easat-6939	45	23	)	)	PUNCT
easat-6939	45	24	,	,	PUNCT
easat-6939	45	25	applied	apply	VERB
easat-6939	45	26	to	to	ADP
easat-6939	45	27	fingerprint	fingerprint	NOUN
easat-6939	45	28	recognition	recognition	NOUN
easat-6939	45	29	tasks	task	NOUN
easat-6939	45	30	.	.	PUNCT
easat-6939	46	1	the	the	DET
easat-6939	46	2	paper	paper	NOUN
easat-6939	46	3	may	may	AUX
easat-6939	46	4	evaluate	evaluate	VERB
easat-6939	46	5	the	the	DET
easat-6939	46	6	performance	performance	NOUN
easat-6939	46	7	of	of	ADP
easat-6939	46	8	different	different	ADJ
easat-6939	46	9	algorithms	algorithm	NOUN
easat-6939	46	10	,	,	PUNCT
easat-6939	46	11	datasets	dataset	NOUN
easat-6939	46	12	used	use	VERB
easat-6939	46	13	for	for	ADP
easat-6939	46	14	training	training	NOUN
easat-6939	46	15	and	and	CCONJ
easat-6939	46	16	testing	testing	NOUN
easat-6939	46	17	,	,	PUNCT
easat-6939	46	18	and	and	CCONJ
easat-6939	46	19	challenges	challenge	NOUN
easat-6939	46	20	in	in	ADP
easat-6939	46	21	real	real	ADJ
easat-6939	46	22	-	-	PUNCT
easat-6939	46	23	world	world	NOUN
easat-6939	46	24	deployment	deployment	NOUN
easat-6939	46	25	[	[	X
easat-6939	46	26	2	2	NUM
easat-6939	46	27	]	]	PUNCT
easat-6939	46	28	.	.	PUNCT
easat-6939	47	1	this	this	DET
easat-6939	47	2	review	review	NOUN
easat-6939	47	3	explores	explore	VERB
easat-6939	47	4	the	the	DET
easat-6939	47	5	concept	concept	NOUN
easat-6939	47	6	of	of	ADP
easat-6939	47	7	multimodal	multimodal	ADJ
easat-6939	47	8	biometric	biometric	ADJ
easat-6939	47	9	systems	system	NOUN
easat-6939	47	10	,	,	PUNCT
easat-6939	47	11	which	which	PRON
easat-6939	47	12	integrate	integrate	VERB
easat-6939	47	13	multiple	multiple	ADJ
easat-6939	47	14	biometric	biometric	ADJ
easat-6939	47	15	modalities	modality	NOUN
easat-6939	47	16	for	for	ADP
easat-6939	47	17	enhanced	enhanced	ADJ
easat-6939	47	18	identification	identification	NOUN
easat-6939	47	19	or	or	CCONJ
easat-6939	47	20	verification	verification	NOUN
easat-6939	47	21	accuracy	accuracy	NOUN
easat-6939	47	22	.	.	PUNCT
easat-6939	48	1	it	it	PRON
easat-6939	48	2	likely	likely	ADV
easat-6939	48	3	discusses	discuss	VERB
easat-6939	48	4	the	the	DET
easat-6939	48	5	advantages	advantage	NOUN
easat-6939	48	6	of	of	ADP
easat-6939	48	7	using	use	VERB
easat-6939	48	8	multiple	multiple	ADJ
easat-6939	48	9	modalities	modality	NOUN
easat-6939	48	10	,	,	PUNCT
easat-6939	48	11	such	such	ADJ
easat-6939	48	12	as	as	ADP
easat-6939	48	13	improved	improved	ADJ
easat-6939	48	14	robustness	robustness	NOUN
easat-6939	48	15	and	and	CCONJ
easat-6939	48	16	reduced	reduce	VERB
easat-6939	48	17	vulnerability	vulnerability	NOUN
easat-6939	48	18	to	to	ADP
easat-6939	48	19	spoof	spoof	ADJ
easat-6939	48	20	attacks	attack	NOUN
easat-6939	48	21	.	.	PUNCT
easat-6939	49	1	additionally	additionally	ADV
easat-6939	49	2	,	,	PUNCT
easat-6939	49	3	the	the	DET
easat-6939	49	4	paper	paper	NOUN
easat-6939	49	5	may	may	AUX
easat-6939	49	6	cover	cover	VERB
easat-6939	49	7	various	various	ADJ
easat-6939	49	8	fusion	fusion	NOUN
easat-6939	49	9	techniques	technique	NOUN
easat-6939	49	10	used	use	VERB
easat-6939	49	11	to	to	PART
easat-6939	49	12	combine	combine	VERB
easat-6939	49	13	information	information	NOUN
easat-6939	49	14	from	from	ADP
easat-6939	49	15	different	different	ADJ
easat-6939	49	16	modalities	modality	NOUN
easat-6939	49	17	and	and	CCONJ
easat-6939	49	18	challenges	challenge	NOUN
easat-6939	49	19	in	in	ADP
easat-6939	49	20	designing	design	VERB
easat-6939	49	21	and	and	CCONJ
easat-6939	49	22	deploying	deploy	VERB
easat-6939	49	23	multimodal	multimodal	NOUN
easat-6939	49	24	systems	system	NOUN
easat-6939	49	25	[	[	X
easat-6939	49	26	3	3	NUM
easat-6939	49	27	]	]	PUNCT
easat-6939	49	28	.	.	PUNCT
easat-6939	50	1	similar	similar	ADJ
easat-6939	50	2	to	to	ADP
easat-6939	50	3	the	the	DET
easat-6939	50	4	previous	previous	ADJ
easat-6939	50	5	paper	paper	NOUN
easat-6939	50	6	,	,	PUNCT
easat-6939	50	7	this	this	DET
easat-6939	50	8	review	review	NOUN
easat-6939	50	9	likely	likely	ADV
easat-6939	50	10	provides	provide	VERB
easat-6939	50	11	additional	additional	ADJ
easat-6939	50	12	perspectives	perspective	NOUN
easat-6939	50	13	on	on	ADP
easat-6939	50	14	multimodal	multimodal	ADJ
easat-6939	50	15	biometric	biometric	ADJ
easat-6939	50	16	systems	system	NOUN
easat-6939	50	17	,	,	PUNCT
easat-6939	50	18	potentially	potentially	ADV
easat-6939	50	19	focusing	focus	VERB
easat-6939	50	20	on	on	ADP
easat-6939	50	21	different	different	ADJ
easat-6939	50	22	fusion	fusion	NOUN
easat-6939	50	23	techniques	technique	NOUN
easat-6939	50	24	or	or	CCONJ
easat-6939	50	25	application	application	NOUN
easat-6939	50	26	domains	domain	NOUN
easat-6939	50	27	.	.	PUNCT
easat-6939	51	1	it	it	PRON
easat-6939	51	2	may	may	AUX
easat-6939	51	3	also	also	ADV
easat-6939	51	4	discuss	discuss	VERB
easat-6939	51	5	recent	recent	ADJ
easat-6939	51	6	advancements	advancement	NOUN
easat-6939	51	7	in	in	ADP
easat-6939	51	8	sensor	sensor	NOUN
easat-6939	51	9	technology	technology	NOUN
easat-6939	51	10	and	and	CCONJ
easat-6939	51	11	data	datum	NOUN
easat-6939	51	12	acquisition	acquisition	NOUN
easat-6939	51	13	methods	method	NOUN
easat-6939	51	14	that	that	PRON
easat-6939	51	15	contribute	contribute	VERB
easat-6939	51	16	to	to	ADP
easat-6939	51	17	the	the	DET
easat-6939	51	18	effectiveness	effectiveness	NOUN
easat-6939	51	19	of	of	ADP
easat-6939	51	20	multimodal	multimodal	NOUN
easat-6939	51	21	systems	system	NOUN
easat-6939	51	22	[	[	X
easat-6939	51	23	4	4	NUM
easat-6939	51	24	]	]	PUNCT
easat-6939	51	25	.	.	PUNCT
easat-6939	52	1	the	the	DET
easat-6939	52	2	seminal	seminal	ADJ
easat-6939	52	3	paper	paper	NOUN
easat-6939	52	4	discusses	discuss	VERB
easat-6939	52	5	deep	deep	ADJ
easat-6939	52	6	learning	learning	NOUN
easat-6939	52	7	,	,	PUNCT
easat-6939	52	8	a	a	DET
easat-6939	52	9	subfield	subfield	NOUN
easat-6939	52	10	of	of	ADP
easat-6939	52	11	machine	machine	NOUN
easat-6939	52	12	learning	learning	NOUN
easat-6939	52	13	that	that	PRON
easat-6939	52	14	focuses	focus	VERB
easat-6939	52	15	on	on	ADP
easat-6939	52	16	learning	learn	VERB
easat-6939	52	17	representations	representation	NOUN
easat-6939	52	18	of	of	ADP
easat-6939	52	19	data	datum	NOUN
easat-6939	52	20	through	through	ADP
easat-6939	52	21	multiple	multiple	ADJ
easat-6939	52	22	layers	layer	NOUN
easat-6939	52	23	of	of	ADP
easat-6939	52	24	abstraction	abstraction	NOUN
easat-6939	52	25	.	.	PUNCT
easat-6939	53	1	it	it	PRON
easat-6939	53	2	likely	likely	ADV
easat-6939	53	3	covers	cover	VERB
easat-6939	53	4	fundamental	fundamental	ADJ
easat-6939	53	5	concepts	concept	NOUN
easat-6939	53	6	such	such	ADJ
easat-6939	53	7	as	as	ADP
easat-6939	53	8	neural	neural	ADJ
easat-6939	53	9	network	network	NOUN
easat-6939	53	10	architectures	architecture	NOUN
easat-6939	53	11	,	,	PUNCT
easat-6939	53	12	training	training	NOUN
easat-6939	53	13	algorithms	algorithm	NOUN
easat-6939	53	14	like	like	ADP
easat-6939	53	15	backpropagation	backpropagation	NOUN
easat-6939	53	16	,	,	PUNCT
easat-6939	53	17	and	and	CCONJ
easat-6939	53	18	applications	application	NOUN
easat-6939	53	19	of	of	ADP
easat-6939	53	20	deep	deep	ADJ
easat-6939	53	21	learning	learning	NOUN
easat-6939	53	22	in	in	ADP
easat-6939	53	23	various	various	ADJ
easat-6939	53	24	domains	domain	NOUN
easat-6939	53	25	,	,	PUNCT
easat-6939	53	26	including	include	VERB
easat-6939	53	27	computer	computer	NOUN
easat-6939	53	28	vision	vision	NOUN
easat-6939	53	29	and	and	CCONJ
easat-6939	53	30	natural	natural	ADJ
easat-6939	53	31	language	language	NOUN
easat-6939	53	32	processing	processing	NOUN
easat-6939	53	33	[	[	X
easat-6939	53	34	5	5	NUM
easat-6939	53	35	]	]	PUNCT
easat-6939	53	36	.	.	PUNCT
easat-6939	54	1	this	this	DET
easat-6939	54	2	556	556	NUM
easat-6939	54	3	edelweiss	edelweiss	PROPN
easat-6939	54	4	applied	apply	VERB
easat-6939	54	5	science	science	NOUN
easat-6939	54	6	and	and	CCONJ
easat-6939	54	7	technology	technology	NOUN
easat-6939	54	8	issn	issn	PROPN
easat-6939	54	9	:	:	PUNCT
easat-6939	54	10	2576	2576	NUM
easat-6939	54	11	-	-	SYM
easat-6939	54	12	8484	8484	NUM
easat-6939	54	13	vol	vol	NOUN
easat-6939	54	14	.	.	PROPN
easat-6939	55	1	9	9	NUM
easat-6939	55	2	,	,	PUNCT
easat-6939	55	3	no	no	INTJ
easat-6939	55	4	.	.	NOUN
easat-6939	55	5	5	5	NUM
easat-6939	55	6	:	:	SYM
easat-6939	55	7	554	554	NUM
easat-6939	55	8	-	-	SYM
easat-6939	55	9	571	571	NUM
easat-6939	55	10	,	,	PUNCT
easat-6939	55	11	2025	2025	NUM
easat-6939	55	12	doi	doi	NOUN
easat-6939	55	13	:	:	PUNCT
easat-6939	55	14	10.55214/25768484.v9i5.6939	10.55214/25768484.v9i5.6939	PROPN
easat-6939	56	1	©	©	PROPN
easat-6939	56	2	2025	2025	NUM
easat-6939	56	3	by	by	ADP
easat-6939	56	4	the	the	DET
easat-6939	56	5	authors	author	NOUN
easat-6939	56	6	;	;	PUNCT
easat-6939	56	7	licensee	licensee	PROPN
easat-6939	56	8	learning	learn	VERB
easat-6939	56	9	gate	gate	PROPN
easat-6939	56	10	comprehensive	comprehensive	PROPN
easat-6939	56	11	review	review	NOUN
easat-6939	56	12	likely	likely	ADV
easat-6939	56	13	provides	provide	VERB
easat-6939	56	14	an	an	DET
easat-6939	56	15	in	in	ADP
easat-6939	56	16	-	-	PUNCT
easat-6939	56	17	depth	depth	NOUN
easat-6939	56	18	analysis	analysis	NOUN
easat-6939	56	19	of	of	ADP
easat-6939	56	20	deep	deep	ADJ
easat-6939	56	21	learning	learning	NOUN
easat-6939	56	22	-	-	PUNCT
easat-6939	56	23	based	base	VERB
easat-6939	56	24	approaches	approach	NOUN
easat-6939	56	25	for	for	ADP
easat-6939	56	26	multimodal	multimodal	ADJ
easat-6939	56	27	biometric	biometric	ADJ
easat-6939	56	28	recognition	recognition	NOUN
easat-6939	56	29	.	.	PUNCT
easat-6939	57	1	it	it	PRON
easat-6939	57	2	may	may	AUX
easat-6939	57	3	cover	cover	VERB
easat-6939	57	4	a	a	DET
easat-6939	57	5	wide	wide	ADJ
easat-6939	57	6	range	range	NOUN
easat-6939	57	7	of	of	ADP
easat-6939	57	8	modalities	modality	NOUN
easat-6939	57	9	,	,	PUNCT
easat-6939	57	10	including	include	VERB
easat-6939	57	11	fingerprints	fingerprint	NOUN
easat-6939	57	12	,	,	PUNCT
easat-6939	57	13	faces	face	NOUN
easat-6939	57	14	,	,	PUNCT
easat-6939	57	15	irises	iris	NOUN
easat-6939	57	16	,	,	PUNCT
easat-6939	57	17	voices	voice	NOUN
easat-6939	57	18	,	,	PUNCT
easat-6939	57	19	and	and	CCONJ
easat-6939	57	20	others	other	NOUN
easat-6939	57	21	,	,	PUNCT
easat-6939	57	22	discussing	discuss	VERB
easat-6939	57	23	state	state	NOUN
easat-6939	57	24	-	-	PUNCT
easat-6939	57	25	of	of	ADP
easat-6939	57	26	-	-	PUNCT
easat-6939	57	27	the	the	DET
easat-6939	57	28	-	-	PUNCT
easat-6939	57	29	art	art	NOUN
easat-6939	57	30	techniques	technique	NOUN
easat-6939	57	31	,	,	PUNCT
easat-6939	57	32	datasets	dataset	NOUN
easat-6939	57	33	,	,	PUNCT
easat-6939	57	34	evaluation	evaluation	NOUN
easat-6939	57	35	metrics	metric	NOUN
easat-6939	57	36	,	,	PUNCT
easat-6939	57	37	and	and	CCONJ
easat-6939	57	38	challenges	challenge	NOUN
easat-6939	57	39	.	.	PUNCT
easat-6939	58	1	additionally	additionally	ADV
easat-6939	58	2	,	,	PUNCT
easat-6939	58	3	the	the	DET
easat-6939	58	4	paper	paper	NOUN
easat-6939	58	5	may	may	AUX
easat-6939	58	6	explore	explore	VERB
easat-6939	58	7	emerging	emerge	VERB
easat-6939	58	8	trends	trend	NOUN
easat-6939	58	9	such	such	ADJ
easat-6939	58	10	as	as	ADP
easat-6939	58	11	adversarial	adversarial	ADJ
easat-6939	58	12	attacks	attack	NOUN
easat-6939	58	13	and	and	CCONJ
easat-6939	58	14	privacy	privacy	NOUN
easat-6939	58	15	-	-	PUNCT
easat-6939	58	16	preserving	preserve	VERB
easat-6939	58	17	techniques	technique	NOUN
easat-6939	58	18	in	in	ADP
easat-6939	58	19	multimodal	multimodal	ADJ
easat-6939	58	20	biometrics	biometric	NOUN
easat-6939	58	21	[	[	X
easat-6939	58	22	6	6	NUM
easat-6939	58	23	]	]	PUNCT
easat-6939	58	24	.	.	PUNCT
easat-6939	59	1	various	various	ADJ
easat-6939	59	2	aspects	aspect	NOUN
easat-6939	59	3	of	of	ADP
easat-6939	59	4	biometrics	biometric	NOUN
easat-6939	59	5	,	,	PUNCT
easat-6939	59	6	including	include	VERB
easat-6939	59	7	principles	principle	NOUN
easat-6939	59	8	,	,	PUNCT
easat-6939	59	9	techniques	technique	NOUN
easat-6939	59	10	,	,	PUNCT
easat-6939	59	11	applications	application	NOUN
easat-6939	59	12	,	,	PUNCT
easat-6939	59	13	and	and	CCONJ
easat-6939	59	14	challenges	challenge	NOUN
easat-6939	59	15	are	be	AUX
easat-6939	59	16	covered	cover	VERB
easat-6939	59	17	in	in	ADP
easat-6939	59	18	it	it	PRON
easat-6939	59	19	.	.	PUNCT
easat-6939	60	1	it	it	PRON
easat-6939	60	2	may	may	AUX
easat-6939	60	3	include	include	VERB
easat-6939	60	4	contributions	contribution	NOUN
easat-6939	60	5	from	from	ADP
easat-6939	60	6	leading	lead	VERB
easat-6939	60	7	experts	expert	NOUN
easat-6939	60	8	in	in	ADP
easat-6939	60	9	the	the	DET
easat-6939	60	10	field	field	NOUN
easat-6939	60	11	,	,	PUNCT
easat-6939	60	12	providing	provide	VERB
easat-6939	60	13	authoritative	authoritative	ADJ
easat-6939	60	14	insights	insight	NOUN
easat-6939	60	15	into	into	ADP
easat-6939	60	16	topics	topic	NOUN
easat-6939	60	17	such	such	ADJ
easat-6939	60	18	as	as	ADP
easat-6939	60	19	biometric	biometric	ADJ
easat-6939	60	20	data	datum	NOUN
easat-6939	60	21	acquisition	acquisition	NOUN
easat-6939	60	22	,	,	PUNCT
easat-6939	60	23	feature	feature	NOUN
easat-6939	60	24	extraction	extraction	NOUN
easat-6939	60	25	,	,	PUNCT
easat-6939	60	26	matching	match	VERB
easat-6939	60	27	algorithms	algorithm	NOUN
easat-6939	60	28	,	,	PUNCT
easat-6939	60	29	and	and	CCONJ
easat-6939	60	30	system	system	NOUN
easat-6939	60	31	evaluation	evaluation	NOUN
easat-6939	60	32	[	[	X
easat-6939	60	33	7	7	NUM
easat-6939	60	34	]	]	PUNCT
easat-6939	60	35	.	.	PUNCT
easat-6939	61	1	this	this	DET
easat-6939	61	2	paper	paper	NOUN
easat-6939	61	3	focuses	focus	VERB
easat-6939	61	4	on	on	ADP
easat-6939	61	5	the	the	DET
easat-6939	61	6	application	application	NOUN
easat-6939	61	7	of	of	ADP
easat-6939	61	8	deep	deep	ADJ
easat-6939	61	9	learning	learning	NOUN
easat-6939	61	10	techniques	technique	NOUN
easat-6939	61	11	for	for	ADP
easat-6939	61	12	multimodal	multimodal	ADJ
easat-6939	61	13	biometric	biometric	ADJ
easat-6939	61	14	recognition	recognition	NOUN
easat-6939	61	15	,	,	PUNCT
easat-6939	61	16	likely	likely	ADV
easat-6939	61	17	discussing	discuss	VERB
easat-6939	61	18	specific	specific	ADJ
easat-6939	61	19	architectures	architecture	NOUN
easat-6939	61	20	and	and	CCONJ
easat-6939	61	21	training	training	NOUN
easat-6939	61	22	strategies	strategy	NOUN
easat-6939	61	23	tailored	tailor	VERB
easat-6939	61	24	to	to	PART
easat-6939	61	25	handle	handle	VERB
easat-6939	61	26	multiple	multiple	ADJ
easat-6939	61	27	modalities	modality	NOUN
easat-6939	61	28	.	.	PUNCT
easat-6939	62	1	it	it	PRON
easat-6939	62	2	may	may	AUX
easat-6939	62	3	also	also	ADV
easat-6939	62	4	address	address	VERB
easat-6939	62	5	challenges	challenge	NOUN
easat-6939	62	6	such	such	ADJ
easat-6939	62	7	as	as	ADP
easat-6939	62	8	data	datum	NOUN
easat-6939	62	9	heterogeneity	heterogeneity	NOUN
easat-6939	62	10	,	,	PUNCT
easat-6939	62	11	fusion	fusion	NOUN
easat-6939	62	12	techniques	technique	NOUN
easat-6939	62	13	,	,	PUNCT
easat-6939	62	14	scalability	scalability	NOUN
easat-6939	62	15	,	,	PUNCT
easat-6939	62	16	and	and	CCONJ
easat-6939	62	17	real	real	ADJ
easat-6939	62	18	-	-	PUNCT
easat-6939	62	19	time	time	NOUN
easat-6939	62	20	processing	processing	NOUN
easat-6939	62	21	requirements	requirement	NOUN
easat-6939	62	22	in	in	ADP
easat-6939	62	23	multimodal	multimodal	ADJ
easat-6939	62	24	biometric	biometric	ADJ
easat-6939	62	25	systems	system	NOUN
easat-6939	62	26	[	[	X
easat-6939	62	27	8	8	NUM
easat-6939	62	28	]	]	PUNCT
easat-6939	62	29	.	.	PUNCT
easat-6939	63	1	this	this	DET
easat-6939	63	2	review	review	NOUN
easat-6939	63	3	paper	paper	NOUN
easat-6939	63	4	provides	provide	VERB
easat-6939	63	5	an	an	DET
easat-6939	63	6	in	in	ADP
easat-6939	63	7	-	-	PUNCT
easat-6939	63	8	depth	depth	NOUN
easat-6939	63	9	analysis	analysis	NOUN
easat-6939	63	10	of	of	ADP
easat-6939	63	11	deep	deep	ADJ
easat-6939	63	12	learning	learning	NOUN
easat-6939	63	13	techniques	technique	NOUN
easat-6939	63	14	applied	apply	VERB
easat-6939	63	15	to	to	ADP
easat-6939	63	16	face	face	NOUN
easat-6939	63	17	recognition	recognition	NOUN
easat-6939	63	18	,	,	PUNCT
easat-6939	63	19	covering	cover	VERB
easat-6939	63	20	various	various	ADJ
easat-6939	63	21	architectures	architecture	NOUN
easat-6939	63	22	and	and	CCONJ
easat-6939	63	23	challenges	challenge	NOUN
easat-6939	63	24	such	such	ADJ
easat-6939	63	25	as	as	ADP
easat-6939	63	26	pose	pose	NOUN
easat-6939	63	27	variations	variation	NOUN
easat-6939	63	28	and	and	CCONJ
easat-6939	63	29	lighting	lighting	NOUN
easat-6939	63	30	conditions	condition	NOUN
easat-6939	63	31	[	[	X
easat-6939	63	32	9	9	NUM
easat-6939	63	33	]	]	PUNCT
easat-6939	63	34	.	.	PUNCT
easat-6939	64	1	focusing	focus	VERB
easat-6939	64	2	on	on	ADP
easat-6939	64	3	multimodal	multimodal	ADJ
easat-6939	64	4	biometric	biometric	ADJ
easat-6939	64	5	systems	system	NOUN
easat-6939	64	6	,	,	PUNCT
easat-6939	64	7	this	this	DET
easat-6939	64	8	review	review	NOUN
easat-6939	64	9	explores	explore	VERB
easat-6939	64	10	the	the	DET
easat-6939	64	11	integration	integration	NOUN
easat-6939	64	12	of	of	ADP
easat-6939	64	13	deep	deep	ADJ
easat-6939	64	14	learning	learning	NOUN
easat-6939	64	15	,	,	PUNCT
easat-6939	64	16	discussing	discuss	VERB
easat-6939	64	17	fusion	fusion	NOUN
easat-6939	64	18	strategies	strategy	NOUN
easat-6939	64	19	and	and	CCONJ
easat-6939	64	20	potential	potential	ADJ
easat-6939	64	21	advancements	advancement	NOUN
easat-6939	64	22	in	in	ADP
easat-6939	64	23	accuracy	accuracy	NOUN
easat-6939	64	24	and	and	CCONJ
easat-6939	64	25	robustness	robustness	NOUN
easat-6939	64	26	[	[	X
easat-6939	64	27	10	10	NUM
easat-6939	64	28	]	]	PUNCT
easat-6939	64	29	.	.	PUNCT
easat-6939	65	1	this	this	DET
easat-6939	65	2	paper	paper	NOUN
easat-6939	65	3	examines	examine	VERB
easat-6939	65	4	the	the	DET
easat-6939	65	5	intersection	intersection	NOUN
easat-6939	65	6	of	of	ADP
easat-6939	65	7	deep	deep	ADJ
easat-6939	65	8	learning	learning	NOUN
easat-6939	65	9	and	and	CCONJ
easat-6939	65	10	multimodal	multimodal	NOUN
easat-6939	65	11	biometrics	biometric	NOUN
easat-6939	65	12	,	,	PUNCT
easat-6939	65	13	highlighting	highlight	VERB
easat-6939	65	14	fusion	fusion	NOUN
easat-6939	65	15	methods	method	NOUN
easat-6939	65	16	and	and	CCONJ
easat-6939	65	17	challenges	challenge	NOUN
easat-6939	65	18	in	in	ADP
easat-6939	65	19	real	real	ADJ
easat-6939	65	20	-	-	PUNCT
easat-6939	65	21	world	world	NOUN
easat-6939	65	22	deployments	deployment	NOUN
easat-6939	65	23	[	[	X
easat-6939	65	24	11	11	NUM
easat-6939	65	25	]	]	PUNCT
easat-6939	65	26	.	.	PUNCT
easat-6939	66	1	addressing	address	VERB
easat-6939	66	2	security	security	NOUN
easat-6939	66	3	in	in	ADP
easat-6939	66	4	cloud	cloud	ADJ
easat-6939	66	5	environments	environment	NOUN
easat-6939	66	6	,	,	PUNCT
easat-6939	66	7	this	this	DET
easat-6939	66	8	study	study	NOUN
easat-6939	66	9	proposes	propose	VERB
easat-6939	66	10	a	a	DET
easat-6939	66	11	deep	deep	ADJ
easat-6939	66	12	learning	learning	NOUN
easat-6939	66	13	-	-	PUNCT
easat-6939	66	14	based	base	VERB
easat-6939	66	15	biometric	biometric	ADJ
easat-6939	66	16	system	system	NOUN
easat-6939	66	17	tailored	tailor	VERB
easat-6939	66	18	for	for	ADP
easat-6939	66	19	cloud	cloud	NOUN
easat-6939	66	20	deployment	deployment	NOUN
easat-6939	66	21	,	,	PUNCT
easat-6939	66	22	emphasizing	emphasize	VERB
easat-6939	66	23	efficiency	efficiency	NOUN
easat-6939	66	24	and	and	CCONJ
easat-6939	66	25	privacy	privacy	NOUN
easat-6939	66	26	protection	protection	NOUN
easat-6939	66	27	[	[	X
easat-6939	66	28	12	12	NUM
easat-6939	66	29	]	]	PUNCT
easat-6939	66	30	.	.	PUNCT
easat-6939	67	1	template	template	NOUN
easat-6939	67	2	protection	protection	NOUN
easat-6939	67	3	,	,	PUNCT
easat-6939	67	4	cryptographic	cryptographic	ADJ
easat-6939	67	5	techniques	technique	NOUN
easat-6939	67	6	,	,	PUNCT
easat-6939	67	7	and	and	CCONJ
easat-6939	67	8	privacypreserving	privacypreserve	VERB
easat-6939	67	9	biometric	biometric	ADJ
easat-6939	67	10	authentication	authentication	NOUN
easat-6939	67	11	protocols	protocol	NOUN
easat-6939	67	12	.	.	PUNCT
easat-6939	68	1	the	the	DET
easat-6939	68	2	paper	paper	NOUN
easat-6939	68	3	may	may	AUX
easat-6939	68	4	also	also	ADV
easat-6939	68	5	discuss	discuss	VERB
easat-6939	68	6	vulnerabilities	vulnerability	NOUN
easat-6939	68	7	and	and	CCONJ
easat-6939	68	8	attacks	attack	NOUN
easat-6939	68	9	on	on	ADP
easat-6939	68	10	biometric	biometric	ADJ
easat-6939	68	11	systems	system	NOUN
easat-6939	68	12	and	and	CCONJ
easat-6939	68	13	propose	propose	VERB
easat-6939	68	14	countermeasures	countermeasure	NOUN
easat-6939	68	15	to	to	PART
easat-6939	68	16	mitigate	mitigate	VERB
easat-6939	68	17	these	these	DET
easat-6939	68	18	risks	risk	NOUN
easat-6939	68	19	.	.	PUNCT
easat-6939	69	1	additionally	additionally	ADV
easat-6939	69	2	,	,	PUNCT
easat-6939	69	3	it	it	PRON
easat-6939	69	4	may	may	AUX
easat-6939	69	5	provide	provide	VERB
easat-6939	69	6	guidelines	guideline	NOUN
easat-6939	69	7	for	for	ADP
easat-6939	69	8	designing	design	VERB
easat-6939	69	9	secure	secure	ADJ
easat-6939	69	10	and	and	CCONJ
easat-6939	69	11	privacy	privacy	NOUN
easat-6939	69	12	-	-	PUNCT
easat-6939	69	13	preserving	preserve	VERB
easat-6939	69	14	biometric	biometric	ADJ
easat-6939	69	15	authentication	authentication	NOUN
easat-6939	69	16	systems	system	NOUN
easat-6939	69	17	[	[	X
easat-6939	69	18	13	13	NUM
easat-6939	69	19	]	]	PUNCT
easat-6939	69	20	.	.	PUNCT
easat-6939	70	1	this	this	DET
easat-6939	70	2	paper	paper	NOUN
easat-6939	70	3	likely	likely	ADV
easat-6939	70	4	explores	explore	VERB
easat-6939	70	5	the	the	DET
easat-6939	70	6	use	use	NOUN
easat-6939	70	7	of	of	ADP
easat-6939	70	8	biometric	biometric	ADJ
easat-6939	70	9	authentication	authentication	NOUN
easat-6939	70	10	systems	system	NOUN
easat-6939	70	11	to	to	PART
easat-6939	70	12	improve	improve	VERB
easat-6939	70	13	security	security	NOUN
easat-6939	70	14	in	in	ADP
easat-6939	70	15	cloud	cloud	ADJ
easat-6939	70	16	computing	computing	NOUN
easat-6939	70	17	environments	environment	NOUN
easat-6939	70	18	.	.	PUNCT
easat-6939	71	1	it	it	PRON
easat-6939	71	2	may	may	AUX
easat-6939	71	3	discuss	discuss	VERB
easat-6939	71	4	the	the	DET
easat-6939	71	5	advantages	advantage	NOUN
easat-6939	71	6	of	of	ADP
easat-6939	71	7	using	use	VERB
easat-6939	71	8	biometrics	biometric	NOUN
easat-6939	71	9	for	for	ADP
easat-6939	71	10	user	user	NOUN
easat-6939	71	11	authentication	authentication	NOUN
easat-6939	71	12	in	in	ADP
easat-6939	71	13	the	the	DET
easat-6939	71	14	cloud	cloud	NOUN
easat-6939	71	15	,	,	PUNCT
easat-6939	71	16	such	such	ADJ
easat-6939	71	17	as	as	ADP
easat-6939	71	18	enhanced	enhanced	ADJ
easat-6939	71	19	security	security	NOUN
easat-6939	71	20	and	and	CCONJ
easat-6939	71	21	usability	usability	NOUN
easat-6939	71	22	compared	compare	VERB
easat-6939	71	23	to	to	ADP
easat-6939	71	24	traditional	traditional	ADJ
easat-6939	71	25	password	password	NOUN
easat-6939	71	26	-	-	PUNCT
easat-6939	71	27	based	base	VERB
easat-6939	71	28	authentication	authentication	NOUN
easat-6939	71	29	.	.	PUNCT
easat-6939	72	1	the	the	DET
easat-6939	72	2	paper	paper	NOUN
easat-6939	72	3	may	may	AUX
easat-6939	72	4	also	also	ADV
easat-6939	72	5	propose	propose	VERB
easat-6939	72	6	a	a	DET
easat-6939	72	7	framework	framework	NOUN
easat-6939	72	8	for	for	ADP
easat-6939	72	9	integrating	integrate	VERB
easat-6939	72	10	biometric	biometric	ADJ
easat-6939	72	11	authentication	authentication	NOUN
easat-6939	72	12	systems	system	NOUN
easat-6939	72	13	with	with	ADP
easat-6939	72	14	cloud	cloud	NOUN
easat-6939	72	15	services	service	NOUN
easat-6939	72	16	and	and	CCONJ
easat-6939	72	17	evaluate	evaluate	VERB
easat-6939	72	18	its	its	PRON
easat-6939	72	19	effectiveness	effectiveness	NOUN
easat-6939	72	20	in	in	ADP
easat-6939	72	21	terms	term	NOUN
easat-6939	72	22	of	of	ADP
easat-6939	72	23	security	security	NOUN
easat-6939	72	24	,	,	PUNCT
easat-6939	72	25	usability	usability	NOUN
easat-6939	72	26	,	,	PUNCT
easat-6939	72	27	and	and	CCONJ
easat-6939	72	28	performance	performance	NOUN
easat-6939	72	29	[	[	X
easat-6939	72	30	14	14	NUM
easat-6939	72	31	]	]	PUNCT
easat-6939	72	32	.	.	PUNCT
easat-6939	73	1	this	this	DET
easat-6939	73	2	paper	paper	NOUN
easat-6939	73	3	likely	likely	ADV
easat-6939	73	4	proposes	propose	VERB
easat-6939	73	5	techniques	technique	NOUN
easat-6939	73	6	for	for	ADP
easat-6939	73	7	enhancing	enhance	VERB
easat-6939	73	8	cloud	cloud	ADJ
easat-6939	73	9	security	security	NOUN
easat-6939	73	10	using	use	VERB
easat-6939	73	11	multimodal	multimodal	ADJ
easat-6939	73	12	biometric	biometric	ADJ
easat-6939	73	13	authentication	authentication	NOUN
easat-6939	73	14	.	.	PUNCT
easat-6939	74	1	it	it	PRON
easat-6939	74	2	may	may	AUX
easat-6939	74	3	discuss	discuss	VERB
easat-6939	74	4	the	the	DET
easat-6939	74	5	advantages	advantage	NOUN
easat-6939	74	6	of	of	ADP
easat-6939	74	7	using	use	VERB
easat-6939	74	8	multiple	multiple	ADJ
easat-6939	74	9	biometric	biometric	ADJ
easat-6939	74	10	modalities	modality	NOUN
easat-6939	74	11	for	for	ADP
easat-6939	74	12	user	user	NOUN
easat-6939	74	13	authentication	authentication	NOUN
easat-6939	74	14	in	in	ADP
easat-6939	74	15	the	the	DET
easat-6939	74	16	cloud	cloud	NOUN
easat-6939	74	17	,	,	PUNCT
easat-6939	74	18	such	such	ADJ
easat-6939	74	19	as	as	ADP
easat-6939	74	20	improved	improved	ADJ
easat-6939	74	21	accuracy	accuracy	NOUN
easat-6939	74	22	and	and	CCONJ
easat-6939	74	23	resilience	resilience	NOUN
easat-6939	74	24	to	to	ADP
easat-6939	74	25	spoofing	spoof	VERB
easat-6939	74	26	attacks	attack	NOUN
easat-6939	74	27	.	.	PUNCT
easat-6939	75	1	the	the	DET
easat-6939	75	2	paper	paper	NOUN
easat-6939	75	3	may	may	AUX
easat-6939	75	4	also	also	ADV
easat-6939	75	5	present	present	VERB
easat-6939	75	6	a	a	DET
easat-6939	75	7	framework	framework	NOUN
easat-6939	75	8	for	for	ADP
easat-6939	75	9	integrating	integrate	VERB
easat-6939	75	10	multimodal	multimodal	ADJ
easat-6939	75	11	biometric	biometric	ADJ
easat-6939	75	12	authentication	authentication	NOUN
easat-6939	75	13	systems	system	NOUN
easat-6939	75	14	with	with	ADP
easat-6939	75	15	cloud	cloud	NOUN
easat-6939	75	16	services	service	NOUN
easat-6939	75	17	and	and	CCONJ
easat-6939	75	18	evaluate	evaluate	VERB
easat-6939	75	19	its	its	PRON
easat-6939	75	20	effectiveness	effectiveness	NOUN
easat-6939	75	21	in	in	ADP
easat-6939	75	22	terms	term	NOUN
easat-6939	75	23	of	of	ADP
easat-6939	75	24	security	security	NOUN
easat-6939	75	25	and	and	CCONJ
easat-6939	75	26	usability	usability	NOUN
easat-6939	75	27	[	[	X
easat-6939	75	28	15	15	NUM
easat-6939	75	29	]	]	PUNCT
easat-6939	75	30	.	.	PUNCT
easat-6939	76	1	this	this	DET
easat-6939	76	2	paper	paper	NOUN
easat-6939	76	3	likely	likely	ADV
easat-6939	76	4	presents	present	VERB
easat-6939	76	5	an	an	DET
easat-6939	76	6	ensemble	ensemble	ADJ
easat-6939	76	7	learning	learning	NOUN
easat-6939	76	8	approach	approach	NOUN
easat-6939	76	9	for	for	ADP
easat-6939	76	10	biometric	biometric	ADJ
easat-6939	76	11	authentication	authentication	NOUN
easat-6939	76	12	in	in	ADP
easat-6939	76	13	cloud	cloud	NOUN
easat-6939	76	14	computing	computing	NOUN
easat-6939	76	15	environments	environment	NOUN
easat-6939	76	16	.	.	PUNCT
easat-6939	77	1	it	it	PRON
easat-6939	77	2	may	may	AUX
easat-6939	77	3	discuss	discuss	VERB
easat-6939	77	4	the	the	DET
easat-6939	77	5	use	use	NOUN
easat-6939	77	6	of	of	ADP
easat-6939	77	7	multiple	multiple	ADJ
easat-6939	77	8	deep	deep	ADJ
easat-6939	77	9	learning	learning	NOUN
easat-6939	77	10	models	model	NOUN
easat-6939	77	11	or	or	CCONJ
easat-6939	77	12	classifiers	classifier	NOUN
easat-6939	77	13	to	to	PART
easat-6939	77	14	improve	improve	VERB
easat-6939	77	15	the	the	DET
easat-6939	77	16	accuracy	accuracy	NOUN
easat-6939	77	17	and	and	CCONJ
easat-6939	77	18	robustness	robustness	NOUN
easat-6939	77	19	of	of	ADP
easat-6939	77	20	biometric	biometric	ADJ
easat-6939	77	21	authentication	authentication	NOUN
easat-6939	77	22	systems	system	NOUN
easat-6939	77	23	deployed	deploy	VERB
easat-6939	77	24	in	in	ADP
easat-6939	77	25	the	the	DET
easat-6939	77	26	cloud	cloud	NOUN
easat-6939	77	27	.	.	PUNCT
easat-6939	78	1	the	the	DET
easat-6939	78	2	paper	paper	NOUN
easat-6939	78	3	may	may	AUX
easat-6939	78	4	also	also	ADV
easat-6939	78	5	evaluate	evaluate	VERB
easat-6939	78	6	the	the	DET
easat-6939	78	7	performance	performance	NOUN
easat-6939	78	8	of	of	ADP
easat-6939	78	9	the	the	DET
easat-6939	78	10	ensemble	ensemble	ADJ
easat-6939	78	11	learning	learning	NOUN
easat-6939	78	12	approach	approach	NOUN
easat-6939	78	13	compared	compare	VERB
easat-6939	78	14	to	to	ADP
easat-6939	78	15	individual	individual	ADJ
easat-6939	78	16	models	model	NOUN
easat-6939	78	17	or	or	CCONJ
easat-6939	78	18	classifiers	classifier	NOUN
easat-6939	78	19	using	use	VERB
easat-6939	78	20	benchmark	benchmark	ADJ
easat-6939	78	21	datasets	dataset	NOUN
easat-6939	78	22	and	and	CCONJ
easat-6939	78	23	real	real	ADJ
easat-6939	78	24	-	-	PUNCT
easat-6939	78	25	world	world	NOUN
easat-6939	78	26	experiments	experiment	NOUN
easat-6939	78	27	[	[	X
easat-6939	78	28	16	16	NUM
easat-6939	78	29	]	]	PUNCT
easat-6939	78	30	.	.	PUNCT
easat-6939	79	1	this	this	DET
easat-6939	79	2	paper	paper	NOUN
easat-6939	79	3	likely	likely	ADV
easat-6939	79	4	proposes	propose	VERB
easat-6939	79	5	a	a	DET
easat-6939	79	6	multi	multi	ADJ
easat-6939	79	7	-	-	ADJ
easat-6939	79	8	biometric	biometric	ADJ
easat-6939	79	9	authentication	authentication	NOUN
easat-6939	79	10	system	system	NOUN
easat-6939	79	11	based	base	VERB
easat-6939	79	12	on	on	ADP
easat-6939	79	13	deep	deep	ADJ
easat-6939	79	14	learning	learning	NOUN
easat-6939	79	15	techniques	technique	NOUN
easat-6939	79	16	specifically	specifically	ADV
easat-6939	79	17	designed	design	VERB
easat-6939	79	18	for	for	ADP
easat-6939	79	19	cloud	cloud	NOUN
easat-6939	79	20	computing	computing	NOUN
easat-6939	79	21	environments	environment	NOUN
easat-6939	79	22	.	.	PUNCT
easat-6939	80	1	it	it	PRON
easat-6939	80	2	may	may	AUX
easat-6939	80	3	discuss	discuss	VERB
easat-6939	80	4	the	the	DET
easat-6939	80	5	architecture	architecture	NOUN
easat-6939	80	6	of	of	ADP
easat-6939	80	7	the	the	DET
easat-6939	80	8	proposed	propose	VERB
easat-6939	80	9	system	system	NOUN
easat-6939	80	10	,	,	PUNCT
easat-6939	80	11	including	include	VERB
easat-6939	80	12	data	data	NOUN
easat-6939	80	13	storage	storage	NOUN
easat-6939	80	14	,	,	PUNCT
easat-6939	80	15	processing	processing	NOUN
easat-6939	80	16	,	,	PUNCT
easat-6939	80	17	and	and	CCONJ
easat-6939	80	18	security	security	NOUN
easat-6939	80	19	mechanisms	mechanism	NOUN
easat-6939	80	20	implemented	implement	VERB
easat-6939	80	21	in	in	ADP
easat-6939	80	22	the	the	DET
easat-6939	80	23	cloud	cloud	NOUN
easat-6939	80	24	.	.	PUNCT
easat-6939	81	1	the	the	DET
easat-6939	81	2	paper	paper	NOUN
easat-6939	81	3	may	may	AUX
easat-6939	81	4	also	also	ADV
easat-6939	81	5	evaluate	evaluate	VERB
easat-6939	81	6	the	the	DET
easat-6939	81	7	performance	performance	NOUN
easat-6939	81	8	of	of	ADP
easat-6939	81	9	the	the	DET
easat-6939	81	10	system	system	NOUN
easat-6939	81	11	in	in	ADP
easat-6939	81	12	terms	term	NOUN
easat-6939	81	13	of	of	ADP
easat-6939	81	14	accuracy	accuracy	NOUN
easat-6939	81	15	,	,	PUNCT
easat-6939	81	16	scalability	scalability	NOUN
easat-6939	81	17	,	,	PUNCT
easat-6939	81	18	and	and	CCONJ
easat-6939	81	19	efficiency	efficiency	NOUN
easat-6939	81	20	compared	compare	VERB
easat-6939	81	21	to	to	ADP
easat-6939	81	22	traditional	traditional	ADJ
easat-6939	81	23	authentication	authentication	NOUN
easat-6939	81	24	systems	system	NOUN
easat-6939	81	25	[	[	X
easat-6939	81	26	17	17	NUM
easat-6939	81	27	]	]	PUNCT
easat-6939	81	28	.	.	PUNCT
easat-6939	82	1	this	this	DET
easat-6939	82	2	paper	paper	NOUN
easat-6939	82	3	likely	likely	ADV
easat-6939	82	4	presents	present	VERB
easat-6939	82	5	a	a	DET
easat-6939	82	6	multi	multi	ADJ
easat-6939	82	7	-	-	ADJ
easat-6939	82	8	biometric	biometric	ADJ
easat-6939	82	9	authentication	authentication	NOUN
easat-6939	82	10	system	system	NOUN
easat-6939	82	11	based	base	VERB
easat-6939	82	12	on	on	ADP
easat-6939	82	13	deep	deep	ADJ
easat-6939	82	14	learning	learning	NOUN
easat-6939	82	15	techniques	technique	NOUN
easat-6939	82	16	aimed	aim	VERB
easat-6939	82	17	at	at	ADP
easat-6939	82	18	enhancing	enhance	VERB
easat-6939	82	19	security	security	NOUN
easat-6939	82	20	in	in	ADP
easat-6939	82	21	cloud	cloud	ADJ
easat-6939	82	22	computing	computing	NOUN
easat-6939	82	23	environments	environment	NOUN
easat-6939	82	24	.	.	PUNCT
easat-6939	83	1	it	it	PRON
easat-6939	83	2	may	may	AUX
easat-6939	83	3	discuss	discuss	VERB
easat-6939	83	4	the	the	DET
easat-6939	83	5	integration	integration	NOUN
easat-6939	83	6	of	of	ADP
easat-6939	83	7	multiple	multiple	ADJ
easat-6939	83	8	biometric	biometric	ADJ
easat-6939	83	9	modalities	modality	NOUN
easat-6939	83	10	,	,	PUNCT
easat-6939	83	11	such	such	ADJ
easat-6939	83	12	as	as	ADP
easat-6939	83	13	face	face	NOUN
easat-6939	83	14	,	,	PUNCT
easat-6939	83	15	fingerprint	fingerprint	NOUN
easat-6939	83	16	,	,	PUNCT
easat-6939	83	17	iris	iris	NOUN
easat-6939	83	18	,	,	PUNCT
easat-6939	83	19	and	and	CCONJ
easat-6939	83	20	voice	voice	NOUN
easat-6939	83	21	,	,	PUNCT
easat-6939	83	22	for	for	ADP
easat-6939	83	23	user	user	NOUN
easat-6939	83	24	authentication	authentication	NOUN
easat-6939	83	25	in	in	ADP
easat-6939	83	26	the	the	DET
easat-6939	83	27	cloud	cloud	NOUN
easat-6939	83	28	.	.	PUNCT
easat-6939	84	1	the	the	DET
easat-6939	84	2	paper	paper	NOUN
easat-6939	84	3	may	may	AUX
easat-6939	84	4	also	also	ADV
easat-6939	84	5	propose	propose	VERB
easat-6939	84	6	security	security	NOUN
easat-6939	84	7	mechanisms	mechanism	NOUN
easat-6939	84	8	to	to	PART
easat-6939	84	9	protect	protect	VERB
easat-6939	84	10	biometric	biometric	ADJ
easat-6939	84	11	data	datum	NOUN
easat-6939	84	12	stored	store	VERB
easat-6939	84	13	and	and	CCONJ
easat-6939	84	14	processed	process	VERB
easat-6939	84	15	in	in	ADP
easat-6939	84	16	the	the	DET
easat-6939	84	17	cloud	cloud	NOUN
easat-6939	84	18	and	and	CCONJ
easat-6939	84	19	evaluate	evaluate	VERB
easat-6939	84	20	the	the	DET
easat-6939	84	21	performance	performance	NOUN
easat-6939	84	22	of	of	ADP
easat-6939	84	23	the	the	DET
easat-6939	84	24	system	system	NOUN
easat-6939	84	25	in	in	ADP
easat-6939	84	26	terms	term	NOUN
easat-6939	84	27	of	of	ADP
easat-6939	84	28	security	security	NOUN
easat-6939	84	29	and	and	CCONJ
easat-6939	84	30	usability	usability	NOUN
easat-6939	84	31	[	[	X
easat-6939	84	32	18	18	NUM
easat-6939	84	33	-	-	SYM
easat-6939	84	34	24	24	NUM
easat-6939	84	35	]	]	PUNCT
easat-6939	84	36	.	.	PUNCT
easat-6939	85	1	this	this	DET
easat-6939	85	2	literature	literature	NOUN
easat-6939	85	3	survey	survey	NOUN
easat-6939	85	4	covers	cover	VERB
easat-6939	85	5	recent	recent	ADJ
easat-6939	85	6	advancements	advancement	NOUN
easat-6939	85	7	in	in	ADP
easat-6939	85	8	biometric	biometric	ADJ
easat-6939	85	9	authentication	authentication	NOUN
easat-6939	85	10	systems	system	NOUN
easat-6939	85	11	for	for	ADP
easat-6939	85	12	cloud	cloud	NOUN
easat-6939	85	13	computing	computing	NOUN
easat-6939	85	14	,	,	PUNCT
easat-6939	85	15	highlighting	highlight	VERB
easat-6939	85	16	the	the	DET
easat-6939	85	17	growing	grow	VERB
easat-6939	85	18	interest	interest	NOUN
easat-6939	85	19	in	in	ADP
easat-6939	85	20	leveraging	leverage	VERB
easat-6939	85	21	deep	deep	ADJ
easat-6939	85	22	learning	learning	NOUN
easat-6939	85	23	techniques	technique	NOUN
easat-6939	85	24	.	.	PUNCT
easat-6939	86	1	a	a	DET
easat-6939	86	2	multi	multi	ADJ
easat-6939	86	3	-	-	ADJ
easat-6939	86	4	biometric	biometric	ADJ
easat-6939	86	5	557	557	NUM
easat-6939	86	6	edelweiss	edelweiss	PROPN
easat-6939	86	7	applied	apply	VERB
easat-6939	86	8	science	science	NOUN
easat-6939	86	9	and	and	CCONJ
easat-6939	86	10	technology	technology	NOUN
easat-6939	86	11	issn	issn	PROPN
easat-6939	86	12	:	:	PUNCT
easat-6939	86	13	2576	2576	NUM
easat-6939	86	14	-	-	SYM
easat-6939	86	15	8484	8484	NUM
easat-6939	86	16	vol	vol	NOUN
easat-6939	86	17	.	.	PROPN
easat-6939	87	1	9	9	NUM
easat-6939	87	2	,	,	PUNCT
easat-6939	87	3	no	no	INTJ
easat-6939	87	4	.	.	NOUN
easat-6939	87	5	5	5	NUM
easat-6939	87	6	:	:	SYM
easat-6939	87	7	554	554	NUM
easat-6939	87	8	-	-	SYM
easat-6939	87	9	571	571	NUM
easat-6939	87	10	,	,	PUNCT
easat-6939	87	11	2025	2025	NUM
easat-6939	87	12	doi	doi	NOUN
easat-6939	87	13	:	:	PUNCT
easat-6939	87	14	10.55214/25768484.v9i5.6939	10.55214/25768484.v9i5.6939	PROPN
easat-6939	88	1	©	©	PROPN
easat-6939	88	2	2025	2025	NUM
easat-6939	88	3	by	by	ADP
easat-6939	88	4	the	the	DET
easat-6939	88	5	authors	author	NOUN
easat-6939	88	6	;	;	PUNCT
easat-6939	88	7	licensee	licensee	PROPN
easat-6939	88	8	learning	learning	NOUN
easat-6939	88	9	gate	gate	PROPN
easat-6939	88	10	authentication	authentication	NOUN
easat-6939	88	11	system	system	NOUN
easat-6939	88	12	based	base	VERB
easat-6939	88	13	on	on	ADP
easat-6939	88	14	deep	deep	ADJ
easat-6939	88	15	learning	learning	NOUN
easat-6939	88	16	,	,	PUNCT
easat-6939	88	17	showcasing	showcase	VERB
easat-6939	88	18	its	its	PRON
easat-6939	88	19	potential	potential	NOUN
easat-6939	88	20	for	for	ADP
easat-6939	88	21	cloud	cloud	ADJ
easat-6939	88	22	environments	environment	NOUN
easat-6939	88	23	wang	wang	PROPN
easat-6939	88	24	,	,	PUNCT
easat-6939	88	25	et	et	PROPN
easat-6939	88	26	al	al	PROPN
easat-6939	88	27	.	.	PUNCT
easat-6939	89	1	[	[	X
easat-6939	89	2	25	25	NUM
easat-6939	89	3	]	]	PUNCT
easat-6939	89	4	.	.	PUNCT
easat-6939	90	1	farooq	farooq	PROPN
easat-6939	90	2	,	,	PUNCT
easat-6939	90	3	et	et	PROPN
easat-6939	90	4	al	al	PROPN
easat-6939	90	5	.	.	PUNCT
easat-6939	91	1	[	[	X
easat-6939	91	2	26	26	NUM
easat-6939	91	3	]	]	PUNCT
easat-6939	91	4	addressed	address	VERB
easat-6939	91	5	security	security	NOUN
easat-6939	91	6	challenges	challenge	NOUN
easat-6939	91	7	with	with	ADP
easat-6939	91	8	a	a	DET
easat-6939	91	9	biometric	biometric	ADJ
easat-6939	91	10	cryptosystem	cryptosystem	NOUN
easat-6939	91	11	tailored	tailor	VERB
easat-6939	91	12	for	for	ADP
easat-6939	91	13	cloud	cloud	NOUN
easat-6939	91	14	computing	computing	PROPN
easat-6939	91	15	farooq	farooq	PROPN
easat-6939	91	16	,	,	PUNCT
easat-6939	91	17	et	et	PROPN
easat-6939	91	18	al	al	PROPN
easat-6939	91	19	.	.	PUNCT
easat-6939	92	1	[	[	X
easat-6939	92	2	26	26	NUM
easat-6939	92	3	]	]	PUNCT
easat-6939	92	4	.	.	PUNCT
easat-6939	92	5	khan	khan	PROPN
easat-6939	93	1	[	[	X
easat-6939	93	2	27	27	NUM
easat-6939	93	3	]	]	PUNCT
easat-6939	93	4	provided	provide	VERB
easat-6939	93	5	a	a	DET
easat-6939	93	6	comprehensive	comprehensive	ADJ
easat-6939	93	7	review	review	NOUN
easat-6939	93	8	of	of	ADP
easat-6939	93	9	multimodal	multimodal	ADJ
easat-6939	93	10	biometric	biometric	ADJ
easat-6939	93	11	authentication	authentication	NOUN
easat-6939	93	12	systems	system	NOUN
easat-6939	93	13	,	,	PUNCT
easat-6939	93	14	emphasizing	emphasize	VERB
easat-6939	93	15	the	the	DET
easat-6939	93	16	role	role	NOUN
easat-6939	93	17	of	of	ADP
easat-6939	93	18	deep	deep	ADJ
easat-6939	93	19	learning	learning	NOUN
easat-6939	93	20	brown	brown	NOUN
easat-6939	94	1	[	[	X
easat-6939	94	2	28	28	NUM
easat-6939	94	3	]	]	PUNCT
easat-6939	94	4	.	.	PUNCT
easat-6939	95	1	hu	hu	PROPN
easat-6939	95	2	,	,	PUNCT
easat-6939	95	3	et	et	PROPN
easat-6939	95	4	al	al	PROPN
easat-6939	95	5	.	.	PUNCT
easat-6939	96	1	[	[	X
easat-6939	96	2	29	29	NUM
easat-6939	96	3	]	]	PUNCT
easat-6939	96	4	conducted	conduct	VERB
easat-6939	96	5	a	a	DET
easat-6939	96	6	survey	survey	NOUN
easat-6939	96	7	on	on	ADP
easat-6939	96	8	deep	deep	ADJ
easat-6939	96	9	learning	learning	NOUN
easat-6939	96	10	applications	application	NOUN
easat-6939	96	11	in	in	ADP
easat-6939	96	12	biometric	biometric	ADJ
easat-6939	96	13	recognition	recognition	NOUN
easat-6939	96	14	within	within	ADP
easat-6939	96	15	cloud	cloud	NOUN
easat-6939	96	16	computing	computing	NOUN
easat-6939	96	17	contexts	context	NOUN
easat-6939	96	18	brown	brown	NOUN
easat-6939	97	1	[	[	X
easat-6939	97	2	28	28	NUM
easat-6939	97	3	]	]	PUNCT
easat-6939	97	4	.	.	PUNCT
easat-6939	98	1	tan	tan	PROPN
easat-6939	98	2	,	,	PUNCT
easat-6939	98	3	et	et	PROPN
easat-6939	98	4	al	al	PROPN
easat-6939	98	5	.	.	PUNCT
easat-6939	99	1	[	[	X
easat-6939	99	2	30	30	NUM
easat-6939	99	3	]	]	PUNCT
easat-6939	99	4	introduced	introduce	VERB
easat-6939	99	5	a	a	DET
easat-6939	99	6	multi	multi	ADJ
easat-6939	99	7	-	-	ADJ
easat-6939	99	8	biometric	biometric	ADJ
easat-6939	99	9	authentication	authentication	NOUN
easat-6939	99	10	system	system	NOUN
easat-6939	99	11	employing	employ	VERB
easat-6939	99	12	deep	deep	ADJ
easat-6939	99	13	learning	learning	NOUN
easat-6939	99	14	techniques	technique	NOUN
easat-6939	99	15	for	for	ADP
easat-6939	99	16	cloud	cloud	NOUN
easat-6939	99	17	platforms	platform	NOUN
easat-6939	99	18	green	green	ADJ
easat-6939	99	19	and	and	CCONJ
easat-6939	99	20	black	black	ADJ
easat-6939	99	21	[	[	X
easat-6939	99	22	31	31	NUM
easat-6939	99	23	]	]	PUNCT
easat-6939	99	24	.	.	PUNCT
easat-6939	100	1	ahmed	ahmed	PROPN
easat-6939	100	2	[	[	X
easat-6939	100	3	32	32	NUM
easat-6939	100	4	]	]	PUNCT
easat-6939	100	5	presented	present	VERB
easat-6939	100	6	an	an	DET
easat-6939	100	7	efficient	efficient	ADJ
easat-6939	100	8	multimodal	multimodal	NOUN
easat-6939	100	9	biometric	biometric	ADJ
easat-6939	100	10	authentication	authentication	NOUN
easat-6939	100	11	system	system	NOUN
easat-6939	100	12	specifically	specifically	ADV
easat-6939	100	13	designed	design	VERB
easat-6939	100	14	for	for	ADP
easat-6939	100	15	cloud	cloud	ADJ
easat-6939	100	16	environments	environment	NOUN
easat-6939	100	17	,	,	PUNCT
easat-6939	100	18	underscoring	underscore	VERB
easat-6939	100	19	the	the	DET
easat-6939	100	20	importance	importance	NOUN
easat-6939	100	21	of	of	ADP
easat-6939	100	22	performance	performance	NOUN
easat-6939	100	23	and	and	CCONJ
easat-6939	100	24	reliability	reliability	NOUN
easat-6939	100	25	in	in	ADP
easat-6939	100	26	such	such	ADJ
easat-6939	100	27	systems	system	NOUN
easat-6939	100	28	[	[	X
easat-6939	100	29	33	33	NUM
easat-6939	100	30	]	]	PUNCT
easat-6939	100	31	.	.	PUNCT
easat-6939	101	1	the	the	DET
easat-6939	101	2	literature	literature	NOUN
easat-6939	101	3	survey	survey	NOUN
easat-6939	101	4	encapsulates	encapsulate	VERB
easat-6939	101	5	recent	recent	ADJ
easat-6939	101	6	advancements	advancement	NOUN
easat-6939	101	7	in	in	ADP
easat-6939	101	8	biometric	biometric	ADJ
easat-6939	101	9	authentication	authentication	NOUN
easat-6939	101	10	systems	system	NOUN
easat-6939	101	11	for	for	ADP
easat-6939	101	12	cloud	cloud	NOUN
easat-6939	101	13	computing	computing	NOUN
easat-6939	101	14	,	,	PUNCT
easat-6939	101	15	primarily	primarily	ADV
easat-6939	101	16	focusing	focus	VERB
easat-6939	101	17	on	on	ADP
easat-6939	101	18	the	the	DET
easat-6939	101	19	integration	integration	NOUN
easat-6939	101	20	of	of	ADP
easat-6939	101	21	deep	deep	ADJ
easat-6939	101	22	learning	learning	NOUN
easat-6939	101	23	methodologies	methodology	NOUN
easat-6939	101	24	to	to	PART
easat-6939	101	25	enhance	enhance	VERB
easat-6939	101	26	security	security	NOUN
easat-6939	101	27	and	and	CCONJ
easat-6939	101	28	efficiency	efficiency	NOUN
easat-6939	101	29	.	.	PUNCT
easat-6939	102	1	however	however	ADV
easat-6939	102	2	,	,	PUNCT
easat-6939	102	3	limitations	limitation	NOUN
easat-6939	102	4	are	be	AUX
easat-6939	102	5	apparent	apparent	ADJ
easat-6939	102	6	,	,	PUNCT
easat-6939	102	7	including	include	VERB
easat-6939	102	8	a	a	DET
easat-6939	102	9	lack	lack	NOUN
easat-6939	102	10	of	of	ADP
easat-6939	102	11	standardized	standardized	ADJ
easat-6939	102	12	evaluation	evaluation	NOUN
easat-6939	102	13	metrics	metric	NOUN
easat-6939	102	14	,	,	PUNCT
easat-6939	102	15	a	a	DET
easat-6939	102	16	gap	gap	NOUN
easat-6939	102	17	between	between	ADP
easat-6939	102	18	research	research	NOUN
easat-6939	102	19	and	and	CCONJ
easat-6939	102	20	practical	practical	ADJ
easat-6939	102	21	implementation	implementation	NOUN
easat-6939	102	22	,	,	PUNCT
easat-6939	102	23	and	and	CCONJ
easat-6939	102	24	insufficient	insufficient	ADJ
easat-6939	102	25	consideration	consideration	NOUN
easat-6939	102	26	of	of	ADP
easat-6939	102	27	ethical	ethical	ADJ
easat-6939	102	28	and	and	CCONJ
easat-6939	102	29	regulatory	regulatory	ADJ
easat-6939	102	30	aspects	aspect	NOUN
easat-6939	102	31	.	.	PUNCT
easat-6939	103	1	additionally	additionally	ADV
easat-6939	103	2	,	,	PUNCT
easat-6939	103	3	while	while	SCONJ
easat-6939	103	4	deep	deep	ADJ
easat-6939	103	5	learning	learning	NOUN
easat-6939	103	6	holds	hold	VERB
easat-6939	103	7	promise	promise	NOUN
easat-6939	103	8	for	for	ADP
easat-6939	103	9	improving	improve	VERB
easat-6939	103	10	authentication	authentication	NOUN
easat-6939	103	11	accuracy	accuracy	NOUN
easat-6939	103	12	,	,	PUNCT
easat-6939	103	13	its	its	PRON
easat-6939	103	14	computational	computational	ADJ
easat-6939	103	15	complexity	complexity	NOUN
easat-6939	103	16	poses	pose	VERB
easat-6939	103	17	challenges	challenge	NOUN
easat-6939	103	18	for	for	ADP
easat-6939	103	19	deployment	deployment	NOUN
easat-6939	103	20	in	in	ADP
easat-6939	103	21	resource	resource	NOUN
easat-6939	103	22	-	-	PUNCT
easat-6939	103	23	constrained	constrain	VERB
easat-6939	103	24	cloud	cloud	NOUN
easat-6939	103	25	environments	environment	NOUN
easat-6939	103	26	.	.	PUNCT
easat-6939	104	1	addressing	address	VERB
easat-6939	104	2	these	these	DET
easat-6939	104	3	limitations	limitation	NOUN
easat-6939	104	4	will	will	AUX
easat-6939	104	5	require	require	VERB
easat-6939	104	6	future	future	ADJ
easat-6939	104	7	research	research	NOUN
easat-6939	104	8	to	to	PART
easat-6939	104	9	prioritize	prioritize	VERB
easat-6939	104	10	standardization	standardization	NOUN
easat-6939	104	11	,	,	PUNCT
easat-6939	104	12	practical	practical	ADJ
easat-6939	104	13	deployment	deployment	NOUN
easat-6939	104	14	considerations	consideration	NOUN
easat-6939	104	15	,	,	PUNCT
easat-6939	104	16	ethical	ethical	ADJ
easat-6939	104	17	implications	implication	NOUN
easat-6939	104	18	,	,	PUNCT
easat-6939	104	19	and	and	CCONJ
easat-6939	104	20	optimization	optimization	NOUN
easat-6939	104	21	of	of	ADP
easat-6939	104	22	deep	deep	ADJ
easat-6939	104	23	learning	learning	NOUN
easat-6939	104	24	techniques	technique	NOUN
easat-6939	104	25	to	to	PART
easat-6939	104	26	fully	fully	ADV
easat-6939	104	27	leverage	leverage	VERB
easat-6939	104	28	the	the	DET
easat-6939	104	29	potential	potential	NOUN
easat-6939	104	30	of	of	ADP
easat-6939	104	31	biometric	biometric	ADJ
easat-6939	104	32	authentication	authentication	NOUN
easat-6939	104	33	in	in	ADP
easat-6939	104	34	cloud	cloud	NOUN
easat-6939	104	35	computing	compute	VERB
easat-6939	104	36	contexts	contexts	NOUN
easat-6939	104	37	.	.	PUNCT
easat-6939	105	1	3	3	X
easat-6939	105	2	.	.	NUM
easat-6939	105	3	methodologies	methodology	NOUN
easat-6939	105	4	used	use	VERB
easat-6939	105	5	the	the	DET
easat-6939	105	6	figure	figure	NOUN
easat-6939	105	7	1	1	NUM
easat-6939	105	8	shows	show	VERB
easat-6939	105	9	the	the	DET
easat-6939	105	10	overall	overall	ADJ
easat-6939	105	11	architecture	architecture	NOUN
easat-6939	105	12	diagram	diagram	NOUN
easat-6939	105	13	for	for	ADP
easat-6939	105	14	the	the	DET
easat-6939	105	15	proposed	propose	VERB
easat-6939	105	16	method	method	NOUN
easat-6939	105	17	.	.	PUNCT
easat-6939	106	1	fusion	fusion	NOUN
easat-6939	106	2	-	-	PUNCT
easat-6939	106	3	based	base	VERB
easat-6939	106	4	feature	feature	NOUN
easat-6939	106	5	extraction	extraction	NOUN
easat-6939	106	6	using	use	VERB
easat-6939	106	7	the	the	DET
easat-6939	106	8	weighted	weight	VERB
easat-6939	106	9	sum	sum	NOUN
easat-6939	106	10	rule	rule	NOUN
easat-6939	106	11	for	for	ADP
easat-6939	106	12	multi	multi	ADJ
easat-6939	106	13	-	-	ADJ
easat-6939	106	14	modal	modal	ADJ
easat-6939	106	15	security	security	NOUN
easat-6939	106	16	in	in	ADP
easat-6939	106	17	cloud	cloud	NOUN
easat-6939	106	18	access	access	NOUN
easat-6939	106	19	integrates	integrate	NOUN
easat-6939	106	20	iris	iris	NOUN
easat-6939	106	21	,	,	PUNCT
easat-6939	106	22	face	face	NOUN
easat-6939	106	23	,	,	PUNCT
easat-6939	106	24	and	and	CCONJ
easat-6939	106	25	fingerprint	fingerprint	NOUN
easat-6939	106	26	biometrics	biometric	NOUN
easat-6939	106	27	to	to	PART
easat-6939	106	28	enhance	enhance	VERB
easat-6939	106	29	authentication	authentication	NOUN
easat-6939	106	30	accuracy	accuracy	NOUN
easat-6939	106	31	and	and	CCONJ
easat-6939	106	32	reliability	reliability	NOUN
easat-6939	106	33	.	.	PUNCT
easat-6939	107	1	in	in	ADP
easat-6939	107	2	this	this	DET
easat-6939	107	3	system	system	NOUN
easat-6939	107	4	,	,	PUNCT
easat-6939	107	5	features	feature	VERB
easat-6939	107	6	from	from	ADP
easat-6939	107	7	each	each	DET
easat-6939	107	8	modality	modality	NOUN
easat-6939	107	9	are	be	AUX
easat-6939	107	10	extracted	extract	VERB
easat-6939	107	11	,	,	PUNCT
easat-6939	107	12	assigned	assign	VERB
easat-6939	107	13	specific	specific	ADJ
easat-6939	107	14	weights	weight	NOUN
easat-6939	107	15	based	base	VERB
easat-6939	107	16	on	on	ADP
easat-6939	107	17	their	their	PRON
easat-6939	107	18	reliability	reliability	NOUN
easat-6939	107	19	,	,	PUNCT
easat-6939	107	20	and	and	CCONJ
easat-6939	107	21	combined	combine	VERB
easat-6939	107	22	to	to	PART
easat-6939	107	23	form	form	VERB
easat-6939	107	24	a	a	DET
easat-6939	107	25	unified	unified	ADJ
easat-6939	107	26	feature	feature	NOUN
easat-6939	107	27	vector	vector	NOUN
easat-6939	107	28	.	.	PUNCT
easat-6939	108	1	an	an	DET
easat-6939	108	2	otp	otp	NOUN
easat-6939	108	3	is	be	AUX
easat-6939	108	4	generated	generate	VERB
easat-6939	108	5	from	from	ADP
easat-6939	108	6	this	this	DET
easat-6939	108	7	fused	fuse	VERB
easat-6939	108	8	feature	feature	NOUN
easat-6939	108	9	vector	vector	NOUN
easat-6939	108	10	and	and	CCONJ
easat-6939	108	11	sent	send	VERB
easat-6939	108	12	,	,	PUNCT
easat-6939	108	13	along	along	ADP
easat-6939	108	14	with	with	ADP
easat-6939	108	15	the	the	DET
easat-6939	108	16	username	username	NOUN
easat-6939	108	17	,	,	PUNCT
easat-6939	108	18	via	via	ADP
easat-6939	108	19	text	text	NOUN
easat-6939	108	20	message	message	NOUN
easat-6939	108	21	to	to	ADP
easat-6939	108	22	the	the	DET
easat-6939	108	23	user	user	NOUN
easat-6939	108	24	for	for	ADP
easat-6939	108	25	secure	secure	ADJ
easat-6939	108	26	access	access	NOUN
easat-6939	108	27	.	.	PUNCT
easat-6939	109	1	the	the	DET
easat-6939	109	2	user	user	NOUN
easat-6939	109	3	then	then	ADV
easat-6939	109	4	provides	provide	VERB
easat-6939	109	5	the	the	DET
easat-6939	109	6	otp	otp	NOUN
easat-6939	109	7	and	and	CCONJ
easat-6939	109	8	username	username	NOUN
easat-6939	109	9	for	for	ADP
easat-6939	109	10	verification	verification	NOUN
easat-6939	109	11	,	,	PUNCT
easat-6939	109	12	where	where	SCONJ
easat-6939	109	13	the	the	DET
easat-6939	109	14	system	system	NOUN
easat-6939	109	15	matches	match	VERB
easat-6939	109	16	the	the	DET
easat-6939	109	17	current	current	ADJ
easat-6939	109	18	biometric	biometric	ADJ
easat-6939	109	19	data	datum	NOUN
easat-6939	109	20	against	against	ADP
easat-6939	109	21	stored	store	VERB
easat-6939	109	22	templates	template	NOUN
easat-6939	109	23	and	and	CCONJ
easat-6939	109	24	verifies	verifie	NOUN
easat-6939	109	25	the	the	DET
easat-6939	109	26	otp	otp	NOUN
easat-6939	109	27	.	.	PUNCT
easat-6939	110	1	this	this	DET
easat-6939	110	2	approach	approach	NOUN
easat-6939	110	3	strengthens	strengthen	VERB
easat-6939	110	4	security	security	NOUN
easat-6939	110	5	by	by	ADP
easat-6939	110	6	reducing	reduce	VERB
easat-6939	110	7	false	false	ADJ
easat-6939	110	8	positives	positive	NOUN
easat-6939	110	9	and	and	CCONJ
easat-6939	110	10	negatives	negative	NOUN
easat-6939	110	11	,	,	PUNCT
easat-6939	110	12	ensuring	ensure	VERB
easat-6939	110	13	a	a	DET
easat-6939	110	14	more	more	ADV
easat-6939	110	15	robust	robust	ADJ
easat-6939	110	16	and	and	CCONJ
easat-6939	110	17	user	user	NOUN
easat-6939	110	18	-	-	PUNCT
easat-6939	110	19	friendly	friendly	ADJ
easat-6939	110	20	authentication	authentication	NOUN
easat-6939	110	21	process	process	NOUN
easat-6939	110	22	.	.	PUNCT
easat-6939	111	1	558	558	NUM
easat-6939	111	2	edelweiss	edelweiss	PROPN
easat-6939	111	3	applied	apply	VERB
easat-6939	111	4	science	science	NOUN
easat-6939	111	5	and	and	CCONJ
easat-6939	111	6	technology	technology	NOUN
easat-6939	111	7	issn	issn	PROPN
easat-6939	111	8	:	:	PUNCT
easat-6939	111	9	2576	2576	NUM
easat-6939	111	10	-	-	SYM
easat-6939	111	11	8484	8484	NUM
easat-6939	111	12	vol	vol	NOUN
easat-6939	111	13	.	.	PROPN
easat-6939	112	1	9	9	NUM
easat-6939	112	2	,	,	PUNCT
easat-6939	112	3	no	no	INTJ
easat-6939	112	4	.	.	NOUN
easat-6939	112	5	5	5	NUM
easat-6939	112	6	:	:	SYM
easat-6939	112	7	554	554	NUM
easat-6939	112	8	-	-	SYM
easat-6939	112	9	571	571	NUM
easat-6939	112	10	,	,	PUNCT
easat-6939	112	11	2025	2025	NUM
easat-6939	112	12	doi	doi	NOUN
easat-6939	112	13	:	:	PUNCT
easat-6939	112	14	10.55214/25768484.v9i5.6939	10.55214/25768484.v9i5.6939	PROPN
easat-6939	113	1	©	©	PROPN
easat-6939	113	2	2025	2025	NUM
easat-6939	113	3	by	by	ADP
easat-6939	113	4	the	the	DET
easat-6939	113	5	authors	author	NOUN
easat-6939	113	6	;	;	PUNCT
easat-6939	113	7	licensee	licensee	PROPN
easat-6939	113	8	learning	learn	VERB
easat-6939	113	9	gate	gate	NOUN
easat-6939	113	10	figure	figure	NOUN
easat-6939	113	11	1	1	NUM
easat-6939	113	12	.	.	PUNCT
easat-6939	113	13	architecture	architecture	NOUN
easat-6939	113	14	diagram	diagram	NOUN
easat-6939	113	15	of	of	ADP
easat-6939	113	16	the	the	DET
easat-6939	113	17	proposed	propose	VERB
easat-6939	113	18	work	work	NOUN
easat-6939	113	19	.	.	PUNCT
easat-6939	114	1	3.1	3.1	NUM
easat-6939	114	2	.	.	PUNCT
easat-6939	115	1	pre	pre	ADJ
easat-6939	115	2	-	-	ADJ
easat-6939	115	3	processing	processing	NOUN
easat-6939	115	4	in	in	ADP
easat-6939	115	5	the	the	DET
easat-6939	115	6	realm	realm	NOUN
easat-6939	115	7	of	of	ADP
easat-6939	115	8	multi	multi	ADJ
easat-6939	115	9	-	-	ADJ
easat-6939	115	10	modal	modal	ADJ
easat-6939	115	11	authentication	authentication	NOUN
easat-6939	115	12	systems	system	NOUN
easat-6939	115	13	,	,	PUNCT
easat-6939	115	14	preprocessing	preprocesse	VERB
easat-6939	115	15	biometric	biometric	ADJ
easat-6939	115	16	images	image	NOUN
easat-6939	115	17	is	be	AUX
easat-6939	115	18	indispensable	indispensable	ADJ
easat-6939	115	19	for	for	ADP
easat-6939	115	20	ensuring	ensure	VERB
easat-6939	115	21	accuracy	accuracy	NOUN
easat-6939	115	22	and	and	CCONJ
easat-6939	115	23	reliability	reliability	NOUN
easat-6939	115	24	.	.	PUNCT
easat-6939	116	1	this	this	DET
easat-6939	116	2	preparatory	preparatory	ADJ
easat-6939	116	3	stage	stage	NOUN
easat-6939	116	4	involves	involve	VERB
easat-6939	116	5	a	a	DET
easat-6939	116	6	series	series	NOUN
easat-6939	116	7	of	of	ADP
easat-6939	116	8	vital	vital	ADJ
easat-6939	116	9	steps	step	NOUN
easat-6939	116	10	aimed	aim	VERB
easat-6939	116	11	at	at	ADP
easat-6939	116	12	refining	refine	VERB
easat-6939	116	13	image	image	NOUN
easat-6939	116	14	quality	quality	NOUN
easat-6939	116	15	and	and	CCONJ
easat-6939	116	16	readying	ready	VERB
easat-6939	116	17	them	they	PRON
easat-6939	116	18	for	for	ADP
easat-6939	116	19	comprehensive	comprehensive	ADJ
easat-6939	116	20	analysis	analysis	NOUN
easat-6939	116	21	.	.	PUNCT
easat-6939	117	1	these	these	DET
easat-6939	117	2	steps	step	NOUN
easat-6939	117	3	include	include	VERB
easat-6939	117	4	noise	noise	NOUN
easat-6939	117	5	reduction	reduction	NOUN
easat-6939	117	6	to	to	PART
easat-6939	117	7	eliminate	eliminate	VERB
easat-6939	117	8	irrelevant	irrelevant	ADJ
easat-6939	117	9	details	detail	NOUN
easat-6939	117	10	,	,	PUNCT
easat-6939	117	11	color	color	NOUN
easat-6939	117	12	normalization	normalization	NOUN
easat-6939	117	13	to	to	PART
easat-6939	117	14	standardize	standardize	VERB
easat-6939	117	15	image	image	NOUN
easat-6939	117	16	representations	representation	NOUN
easat-6939	117	17	,	,	PUNCT
easat-6939	117	18	and	and	CCONJ
easat-6939	117	19	segmentation	segmentation	NOUN
easat-6939	117	20	to	to	PART
easat-6939	117	21	isolate	isolate	VERB
easat-6939	117	22	relevant	relevant	ADJ
easat-6939	117	23	biometric	biometric	ADJ
easat-6939	117	24	features	feature	NOUN
easat-6939	117	25	from	from	ADP
easat-6939	117	26	the	the	DET
easat-6939	117	27	background	background	NOUN
easat-6939	117	28	.	.	PUNCT
easat-6939	118	1	additionally	additionally	ADV
easat-6939	118	2	,	,	PUNCT
easat-6939	118	3	geometric	geometric	ADJ
easat-6939	118	4	alignment	alignment	NOUN
easat-6939	118	5	ensures	ensure	VERB
easat-6939	118	6	consistency	consistency	NOUN
easat-6939	118	7	across	across	ADP
easat-6939	118	8	different	different	ADJ
easat-6939	118	9	modalities	modality	NOUN
easat-6939	118	10	,	,	PUNCT
easat-6939	118	11	while	while	SCONJ
easat-6939	118	12	feature	feature	NOUN
easat-6939	118	13	extraction	extraction	NOUN
easat-6939	118	14	techniques	technique	NOUN
easat-6939	118	15	extract	extract	VERB
easat-6939	118	16	discriminative	discriminative	NOUN
easat-6939	118	17	features	feature	VERB
easat-6939	118	18	crucial	crucial	ADJ
easat-6939	118	19	for	for	ADP
easat-6939	118	20	authentication	authentication	NOUN
easat-6939	118	21	.	.	PUNCT
easat-6939	119	1	by	by	ADP
easat-6939	119	2	meticulously	meticulously	ADV
easat-6939	119	3	executing	execute	VERB
easat-6939	119	4	these	these	DET
easat-6939	119	5	preprocessing	preprocessing	NOUN
easat-6939	119	6	steps	step	NOUN
easat-6939	119	7	,	,	PUNCT
easat-6939	119	8	the	the	DET
easat-6939	119	9	system	system	NOUN
easat-6939	119	10	can	can	AUX
easat-6939	119	11	effectively	effectively	ADV
easat-6939	119	12	detect	detect	VERB
easat-6939	119	13	and	and	CCONJ
easat-6939	119	14	quantify	quantify	VERB
easat-6939	119	15	biometric	biometric	ADJ
easat-6939	119	16	characteristics	characteristic	NOUN
easat-6939	119	17	,	,	PUNCT
easat-6939	119	18	thereby	thereby	ADV
easat-6939	119	19	bolstering	bolster	VERB
easat-6939	119	20	the	the	DET
easat-6939	119	21	overall	overall	ADJ
easat-6939	119	22	security	security	NOUN
easat-6939	119	23	and	and	CCONJ
easat-6939	119	24	efficiency	efficiency	NOUN
easat-6939	119	25	of	of	ADP
easat-6939	119	26	multi	multi	ADJ
easat-6939	119	27	-	-	ADJ
easat-6939	119	28	modal	modal	ADJ
easat-6939	119	29	authentication	authentication	NOUN
easat-6939	119	30	processes	process	NOUN
easat-6939	119	31	.	.	PUNCT
easat-6939	120	1	3.1.1	3.1.1	X
easat-6939	120	2	.	.	PUNCT
easat-6939	121	1	binarization	binarization	NOUN
easat-6939	121	2	binarization	binarization	NOUN
easat-6939	121	3	is	be	AUX
easat-6939	121	4	a	a	DET
easat-6939	121	5	pivotal	pivotal	ADJ
easat-6939	121	6	preprocessing	preprocessing	NOUN
easat-6939	121	7	step	step	NOUN
easat-6939	121	8	involving	involve	VERB
easat-6939	121	9	the	the	DET
easat-6939	121	10	conversion	conversion	NOUN
easat-6939	121	11	of	of	ADP
easat-6939	121	12	a	a	DET
easat-6939	121	13	grayscale	grayscale	NOUN
easat-6939	121	14	image	image	NOUN
easat-6939	121	15	into	into	ADP
easat-6939	121	16	a	a	DET
easat-6939	121	17	binary	binary	ADJ
easat-6939	121	18	representation	representation	NOUN
easat-6939	121	19	,	,	PUNCT
easat-6939	121	20	where	where	SCONJ
easat-6939	121	21	pixels	pixel	NOUN
easat-6939	121	22	are	be	AUX
easat-6939	121	23	categorized	categorize	VERB
easat-6939	121	24	as	as	ADP
easat-6939	121	25	either	either	CCONJ
easat-6939	121	26	"	"	PUNCT
easat-6939	121	27	foreground	foreground	NOUN
easat-6939	121	28	"	"	PUNCT
easat-6939	121	29	or	or	CCONJ
easat-6939	121	30	"	"	PUNCT
easat-6939	121	31	background	background	NOUN
easat-6939	121	32	"	"	PUNCT
easat-6939	121	33	based	base	VERB
easat-6939	121	34	on	on	ADP
easat-6939	121	35	a	a	DET
easat-6939	121	36	predetermined	predetermine	VERB
easat-6939	121	37	threshold	threshold	NOUN
easat-6939	121	38	.	.	PUNCT
easat-6939	122	1	this	this	DET
easat-6939	122	2	technique	technique	NOUN
easat-6939	122	3	simplifies	simplifie	NOUN
easat-6939	122	4	image	image	NOUN
easat-6939	122	5	segmentation	segmentation	NOUN
easat-6939	122	6	,	,	PUNCT
easat-6939	122	7	facilitating	facilitate	VERB
easat-6939	122	8	subsequent	subsequent	ADJ
easat-6939	122	9	analysis	analysis	NOUN
easat-6939	122	10	or	or	CCONJ
easat-6939	122	11	processing	processing	NOUN
easat-6939	122	12	tasks	task	NOUN
easat-6939	122	13	.	.	PUNCT
easat-6939	123	1	typically	typically	ADV
easat-6939	123	2	,	,	PUNCT
easat-6939	123	3	pixels	pixel	NOUN
easat-6939	123	4	are	be	AUX
easat-6939	123	5	assigned	assign	VERB
easat-6939	123	6	values	value	NOUN
easat-6939	123	7	of	of	ADP
easat-6939	123	8	0	0	NUM
easat-6939	123	9	for	for	ADP
easat-6939	123	10	background	background	NOUN
easat-6939	123	11	and	and	CCONJ
easat-6939	123	12	255	255	NUM
easat-6939	123	13	(	(	PUNCT
easat-6939	123	14	or	or	CCONJ
easat-6939	123	15	1	1	NUM
easat-6939	123	16	)	)	PUNCT
easat-6939	123	17	for	for	ADP
easat-6939	123	18	foreground	foreground	NOUN
easat-6939	123	19	,	,	PUNCT
easat-6939	123	20	streamlining	streamline	VERB
easat-6939	123	21	computational	computational	ADJ
easat-6939	123	22	operations	operation	NOUN
easat-6939	123	23	by	by	ADP
easat-6939	123	24	reducing	reduce	VERB
easat-6939	123	25	image	image	NOUN
easat-6939	123	26	complexity	complexity	NOUN
easat-6939	123	27	.	.	PUNCT
easat-6939	124	1	figure	figure	NOUN
easat-6939	124	2	2	2	NUM
easat-6939	124	3	shows	show	VERB
easat-6939	124	4	the	the	DET
easat-6939	124	5	binarized	binarized	ADJ
easat-6939	124	6	output	output	NOUN
easat-6939	124	7	of	of	ADP
easat-6939	124	8	the	the	DET
easat-6939	124	9	input	input	NOUN
easat-6939	124	10	images	image	NOUN
easat-6939	124	11	.	.	PUNCT
easat-6939	125	1	559	559	NUM
easat-6939	125	2	edelweiss	edelweiss	PROPN
easat-6939	125	3	applied	apply	VERB
easat-6939	125	4	science	science	NOUN
easat-6939	125	5	and	and	CCONJ
easat-6939	125	6	technology	technology	NOUN
easat-6939	125	7	issn	issn	PROPN
easat-6939	125	8	:	:	PUNCT
easat-6939	125	9	2576	2576	NUM
easat-6939	125	10	-	-	SYM
easat-6939	125	11	8484	8484	NUM
easat-6939	125	12	vol	vol	NOUN
easat-6939	125	13	.	.	PROPN
easat-6939	126	1	9	9	NUM
easat-6939	126	2	,	,	PUNCT
easat-6939	126	3	no	no	INTJ
easat-6939	126	4	.	.	NOUN
easat-6939	126	5	5	5	NUM
easat-6939	126	6	:	:	SYM
easat-6939	126	7	554	554	NUM
easat-6939	126	8	-	-	SYM
easat-6939	126	9	571	571	NUM
easat-6939	126	10	,	,	PUNCT
easat-6939	126	11	2025	2025	NUM
easat-6939	126	12	doi	doi	NOUN
easat-6939	126	13	:	:	PUNCT
easat-6939	126	14	10.55214/25768484.v9i5.6939	10.55214/25768484.v9i5.6939	PROPN
easat-6939	127	1	©	©	PROPN
easat-6939	127	2	2025	2025	NUM
easat-6939	127	3	by	by	ADP
easat-6939	127	4	the	the	DET
easat-6939	127	5	authors	author	NOUN
easat-6939	127	6	;	;	PUNCT
easat-6939	127	7	licensee	licensee	PROPN
easat-6939	127	8	learning	learn	VERB
easat-6939	127	9	gate	gate	NOUN
easat-6939	127	10	figure	figure	NOUN
easat-6939	127	11	2	2	NUM
easat-6939	127	12	.	.	NUM
easat-6939	127	13	binarised	binarise	VERB
easat-6939	127	14	image	image	NOUN
easat-6939	127	15	.	.	PUNCT
easat-6939	128	1	3.1.2	3.1.2	X
easat-6939	128	2	.	.	X
easat-6939	128	3	cropping	crop	VERB
easat-6939	128	4	resizing	resizing	NOUN
easat-6939	128	5	is	be	AUX
easat-6939	128	6	a	a	DET
easat-6939	128	7	prevalent	prevalent	ADJ
easat-6939	128	8	preprocessing	preprocessing	NOUN
easat-6939	128	9	method	method	NOUN
easat-6939	128	10	,	,	PUNCT
easat-6939	128	11	altering	alter	VERB
easat-6939	128	12	image	image	NOUN
easat-6939	128	13	dimensions	dimension	NOUN
easat-6939	128	14	to	to	PART
easat-6939	128	15	meet	meet	VERB
easat-6939	128	16	specific	specific	ADJ
easat-6939	128	17	requirements	requirement	NOUN
easat-6939	128	18	while	while	SCONJ
easat-6939	128	19	preserving	preserve	VERB
easat-6939	128	20	aspect	aspect	NOUN
easat-6939	128	21	ratio	ratio	NOUN
easat-6939	128	22	.	.	PUNCT
easat-6939	129	1	this	this	DET
easat-6939	129	2	technique	technique	NOUN
easat-6939	129	3	aids	aid	NOUN
easat-6939	129	4	in	in	ADP
easat-6939	129	5	standardizing	standardize	VERB
easat-6939	129	6	image	image	NOUN
easat-6939	129	7	sizes	size	NOUN
easat-6939	129	8	for	for	ADP
easat-6939	129	9	uniform	uniform	ADJ
easat-6939	129	10	processing	processing	NOUN
easat-6939	129	11	,	,	PUNCT
easat-6939	129	12	facilitating	facilitate	VERB
easat-6939	129	13	efficient	efficient	ADJ
easat-6939	129	14	computational	computational	ADJ
easat-6939	129	15	analysis	analysis	NOUN
easat-6939	129	16	.	.	PUNCT
easat-6939	130	1	additionally	additionally	ADV
easat-6939	130	2	,	,	PUNCT
easat-6939	130	3	resizing	resizing	NOUN
easat-6939	130	4	reduces	reduce	VERB
easat-6939	130	5	memory	memory	NOUN
easat-6939	130	6	usage	usage	NOUN
easat-6939	130	7	and	and	CCONJ
easat-6939	130	8	computational	computational	ADJ
easat-6939	130	9	load	load	NOUN
easat-6939	130	10	,	,	PUNCT
easat-6939	130	11	optimizing	optimize	VERB
easat-6939	130	12	performance	performance	NOUN
easat-6939	130	13	in	in	ADP
easat-6939	130	14	image	image	NOUN
easat-6939	130	15	-	-	PUNCT
easat-6939	130	16	based	base	VERB
easat-6939	130	17	tasks	task	NOUN
easat-6939	130	18	.	.	PUNCT
easat-6939	131	1	figure	figure	NOUN
easat-6939	131	2	3	3	NUM
easat-6939	131	3	shows	show	VERB
easat-6939	131	4	the	the	DET
easat-6939	131	5	cropped	cropped	ADJ
easat-6939	131	6	image	image	NOUN
easat-6939	131	7	for	for	ADP
easat-6939	131	8	next	next	ADJ
easat-6939	131	9	stage	stage	NOUN
easat-6939	131	10	input	input	NOUN
easat-6939	131	11	.	.	PUNCT
easat-6939	132	1	560	560	NUM
easat-6939	132	2	edelweiss	edelweiss	PROPN
easat-6939	132	3	applied	apply	VERB
easat-6939	132	4	science	science	NOUN
easat-6939	132	5	and	and	CCONJ
easat-6939	132	6	technology	technology	NOUN
easat-6939	132	7	issn	issn	PROPN
easat-6939	132	8	:	:	PUNCT
easat-6939	132	9	2576	2576	NUM
easat-6939	132	10	-	-	SYM
easat-6939	132	11	8484	8484	NUM
easat-6939	132	12	vol	vol	NOUN
easat-6939	132	13	.	.	PROPN
easat-6939	133	1	9	9	NUM
easat-6939	133	2	,	,	PUNCT
easat-6939	133	3	no	no	INTJ
easat-6939	133	4	.	.	NOUN
easat-6939	133	5	5	5	NUM
easat-6939	133	6	:	:	SYM
easat-6939	133	7	554	554	NUM
easat-6939	133	8	-	-	SYM
easat-6939	133	9	571	571	NUM
easat-6939	133	10	,	,	PUNCT
easat-6939	133	11	2025	2025	NUM
easat-6939	133	12	doi	doi	NOUN
easat-6939	133	13	:	:	PUNCT
easat-6939	133	14	10.55214/25768484.v9i5.6939	10.55214/25768484.v9i5.6939	PROPN
easat-6939	134	1	©	©	PROPN
easat-6939	134	2	2025	2025	NUM
easat-6939	134	3	by	by	ADP
easat-6939	134	4	the	the	DET
easat-6939	134	5	authors	author	NOUN
easat-6939	134	6	;	;	PUNCT
easat-6939	134	7	licensee	licensee	PROPN
easat-6939	134	8	learning	learn	VERB
easat-6939	134	9	gate	gate	PROPN
easat-6939	134	10	figure	figure	NOUN
easat-6939	134	11	3	3	NUM
easat-6939	134	12	.	.	PUNCT
easat-6939	134	13	cropped	cropped	ADJ
easat-6939	134	14	image	image	NOUN
easat-6939	134	15	.	.	PUNCT
easat-6939	135	1	3.1.3	3.1.3	NUM
easat-6939	135	2	.	.	PUNCT
easat-6939	135	3	image	image	NOUN
easat-6939	135	4	enhancement	enhancement	NOUN
easat-6939	135	5	image	image	NOUN
easat-6939	135	6	enhancement	enhancement	NOUN
easat-6939	135	7	methods	method	NOUN
easat-6939	135	8	play	play	VERB
easat-6939	135	9	a	a	DET
easat-6939	135	10	crucial	crucial	ADJ
easat-6939	135	11	role	role	NOUN
easat-6939	135	12	in	in	ADP
easat-6939	135	13	refining	refining	NOUN
easat-6939	135	14	image	image	NOUN
easat-6939	135	15	quality	quality	NOUN
easat-6939	135	16	by	by	ADP
easat-6939	135	17	accentuating	accentuate	VERB
easat-6939	135	18	specific	specific	ADJ
easat-6939	135	19	features	feature	NOUN
easat-6939	135	20	and	and	CCONJ
easat-6939	135	21	minimizing	minimize	VERB
easat-6939	135	22	undesired	undesired	ADJ
easat-6939	135	23	artifacts	artifact	NOUN
easat-6939	135	24	.	.	PUNCT
easat-6939	136	1	among	among	ADP
easat-6939	136	2	these	these	DET
easat-6939	136	3	techniques	technique	NOUN
easat-6939	136	4	,	,	PUNCT
easat-6939	136	5	the	the	DET
easat-6939	136	6	clahe	clahe	NOUN
easat-6939	136	7	(	(	PUNCT
easat-6939	136	8	contrast	contrast	VERB
easat-6939	136	9	limited	limit	VERB
easat-6939	136	10	adaptive	adaptive	ADJ
easat-6939	136	11	histogram	histogram	NOUN
easat-6939	136	12	equalization	equalization	NOUN
easat-6939	136	13	)	)	PUNCT
easat-6939	136	14	algorithm	algorithm	NOUN
easat-6939	136	15	stands	stand	VERB
easat-6939	136	16	out	out	ADP
easat-6939	136	17	for	for	ADP
easat-6939	136	18	its	its	PRON
easat-6939	136	19	ability	ability	NOUN
easat-6939	136	20	to	to	PART
easat-6939	136	21	enhance	enhance	VERB
easat-6939	136	22	fine	fine	ADJ
easat-6939	136	23	details	detail	NOUN
easat-6939	136	24	,	,	PUNCT
easat-6939	136	25	especially	especially	ADV
easat-6939	136	26	in	in	ADP
easat-6939	136	27	areas	area	NOUN
easat-6939	136	28	with	with	ADP
easat-6939	136	29	irregular	irregular	ADJ
easat-6939	136	30	illumination	illumination	NOUN
easat-6939	136	31	or	or	CCONJ
easat-6939	136	32	contrast	contrast	NOUN
easat-6939	136	33	.	.	PUNCT
easat-6939	137	1	this	this	DET
easat-6939	137	2	method	method	NOUN
easat-6939	137	3	functions	function	NOUN
easat-6939	137	4	by	by	ADP
easat-6939	137	5	partitioning	partition	VERB
easat-6939	137	6	the	the	DET
easat-6939	137	7	image	image	NOUN
easat-6939	137	8	into	into	ADP
easat-6939	137	9	small	small	ADJ
easat-6939	137	10	tiles	tile	NOUN
easat-6939	137	11	,	,	PUNCT
easat-6939	137	12	computing	compute	VERB
easat-6939	137	13	histograms	histogram	NOUN
easat-6939	137	14	for	for	ADP
easat-6939	137	15	each	each	DET
easat-6939	137	16	tile	tile	NOUN
easat-6939	137	17	,	,	PUNCT
easat-6939	137	18	and	and	CCONJ
easat-6939	137	19	subsequently	subsequently	ADV
easat-6939	137	20	equalizing	equalize	VERB
easat-6939	137	21	these	these	DET
easat-6939	137	22	histograms	histogram	NOUN
easat-6939	137	23	independently	independently	ADV
easat-6939	137	24	.	.	PUNCT
easat-6939	138	1	by	by	ADP
easat-6939	138	2	tailoring	tailor	VERB
easat-6939	138	3	contrast	contrast	NOUN
easat-6939	138	4	enhancement	enhancement	NOUN
easat-6939	138	5	to	to	ADP
easat-6939	138	6	local	local	ADJ
easat-6939	138	7	characteristics	characteristic	NOUN
easat-6939	138	8	,	,	PUNCT
easat-6939	138	9	clahe	clahe	PROPN
easat-6939	138	10	effectively	effectively	ADV
easat-6939	138	11	improves	improve	VERB
easat-6939	138	12	image	image	NOUN
easat-6939	138	13	visibility	visibility	NOUN
easat-6939	138	14	in	in	ADP
easat-6939	138	15	regions	region	NOUN
easat-6939	138	16	affected	affect	VERB
easat-6939	138	17	by	by	ADP
easat-6939	138	18	non	non	ADJ
easat-6939	138	19	-	-	ADJ
easat-6939	138	20	uniform	uniform	ADJ
easat-6939	138	21	lighting	lighting	NOUN
easat-6939	138	22	.	.	PUNCT
easat-6939	139	1	furthermore	furthermore	ADV
easat-6939	139	2	,	,	PUNCT
easat-6939	139	3	its	its	PRON
easat-6939	139	4	incorporation	incorporation	NOUN
easat-6939	139	5	of	of	ADP
easat-6939	139	6	a	a	DET
easat-6939	139	7	contrast	contrast	NOUN
easat-6939	139	8	limit	limit	NOUN
easat-6939	139	9	prevents	prevent	VERB
easat-6939	139	10	excessive	excessive	ADJ
easat-6939	139	11	amplification	amplification	NOUN
easat-6939	139	12	of	of	ADP
easat-6939	139	13	noise	noise	NOUN
easat-6939	139	14	,	,	PUNCT
easat-6939	139	15	rendering	render	VERB
easat-6939	139	16	it	it	PRON
easat-6939	139	17	suitable	suitable	ADJ
easat-6939	139	18	for	for	ADP
easat-6939	139	19	images	image	NOUN
easat-6939	139	20	with	with	ADP
easat-6939	139	21	varying	vary	VERB
easat-6939	139	22	noise	noise	NOUN
easat-6939	139	23	levels	level	NOUN
easat-6939	139	24	.	.	PUNCT
easat-6939	140	1	widely	widely	ADV
easat-6939	140	2	applied	apply	VERB
easat-6939	140	3	across	across	ADP
easat-6939	140	4	diverse	diverse	ADJ
easat-6939	140	5	domains	domain	NOUN
easat-6939	140	6	like	like	ADP
easat-6939	140	7	medical	medical	ADJ
easat-6939	140	8	imaging	imaging	NOUN
easat-6939	140	9	,	,	PUNCT
easat-6939	140	10	document	document	NOUN
easat-6939	140	11	processing	processing	NOUN
easat-6939	140	12	,	,	PUNCT
easat-6939	140	13	remote	remote	ADJ
easat-6939	140	14	sensing	sensing	NOUN
easat-6939	140	15	,	,	PUNCT
easat-6939	140	16	and	and	CCONJ
easat-6939	140	17	quality	quality	NOUN
easat-6939	140	18	control	control	NOUN
easat-6939	140	19	,	,	PUNCT
easat-6939	140	20	clahe	clahe	PROPN
easat-6939	140	21	proves	prove	VERB
easat-6939	140	22	invaluable	invaluable	ADJ
easat-6939	140	23	in	in	ADP
easat-6939	140	24	preserving	preserve	VERB
easat-6939	140	25	detail	detail	NOUN
easat-6939	140	26	and	and	CCONJ
easat-6939	140	27	clarity	clarity	NOUN
easat-6939	140	28	,	,	PUNCT
easat-6939	140	29	vital	vital	ADJ
easat-6939	140	30	for	for	ADP
easat-6939	140	31	accurate	accurate	ADJ
easat-6939	140	32	analysis	analysis	NOUN
easat-6939	140	33	and	and	CCONJ
easat-6939	140	34	interpretation	interpretation	NOUN
easat-6939	140	35	.	.	PUNCT
easat-6939	141	1	561	561	NUM
easat-6939	141	2	edelweiss	edelweiss	PROPN
easat-6939	141	3	applied	apply	VERB
easat-6939	141	4	science	science	NOUN
easat-6939	141	5	and	and	CCONJ
easat-6939	141	6	technology	technology	NOUN
easat-6939	141	7	issn	issn	PROPN
easat-6939	141	8	:	:	PUNCT
easat-6939	141	9	2576	2576	NUM
easat-6939	141	10	-	-	SYM
easat-6939	141	11	8484	8484	NUM
easat-6939	141	12	vol	vol	NOUN
easat-6939	141	13	.	.	PROPN
easat-6939	142	1	9	9	NUM
easat-6939	142	2	,	,	PUNCT
easat-6939	142	3	no	no	INTJ
easat-6939	142	4	.	.	NOUN
easat-6939	142	5	5	5	NUM
easat-6939	142	6	:	:	SYM
easat-6939	142	7	554	554	NUM
easat-6939	142	8	-	-	SYM
easat-6939	142	9	571	571	NUM
easat-6939	142	10	,	,	PUNCT
easat-6939	142	11	2025	2025	NUM
easat-6939	142	12	doi	doi	NOUN
easat-6939	142	13	:	:	PUNCT
easat-6939	142	14	10.55214/25768484.v9i5.6939	10.55214/25768484.v9i5.6939	PROPN
easat-6939	143	1	©	©	PROPN
easat-6939	143	2	2025	2025	NUM
easat-6939	143	3	by	by	ADP
easat-6939	143	4	the	the	DET
easat-6939	143	5	authors	author	NOUN
easat-6939	143	6	;	;	PUNCT
easat-6939	143	7	licensee	licensee	PROPN
easat-6939	143	8	learning	learn	VERB
easat-6939	143	9	gate	gate	NOUN
easat-6939	143	10	figure	figure	NOUN
easat-6939	143	11	4	4	NUM
easat-6939	143	12	.	.	PUNCT
easat-6939	143	13	enhanced	enhance	VERB
easat-6939	143	14	image	image	NOUN
easat-6939	143	15	using	use	VERB
easat-6939	143	16	clahe	clahe	NOUN
easat-6939	143	17	.	.	PUNCT
easat-6939	144	1	3.2	3.2	NUM
easat-6939	144	2	.	.	PUNCT
easat-6939	145	1	feature	feature	NOUN
easat-6939	145	2	extraction	extraction	NOUN
easat-6939	145	3	(	(	PUNCT
easat-6939	145	4	fusion	fusion	NOUN
easat-6939	145	5	based	base	VERB
easat-6939	145	6	feature	feature	NOUN
easat-6939	145	7	extraction	extraction	NOUN
easat-6939	145	8	(	(	PUNCT
easat-6939	145	9	weighted	weight	VERB
easat-6939	145	10	sum	sum	NOUN
easat-6939	145	11	rule	rule	NOUN
easat-6939	145	12	)	)	PUNCT
easat-6939	145	13	)	)	PUNCT
easat-6939	145	14	fusion	fusion	NOUN
easat-6939	145	15	-	-	PUNCT
easat-6939	145	16	based	base	VERB
easat-6939	145	17	feature	feature	NOUN
easat-6939	145	18	extraction	extraction	NOUN
easat-6939	145	19	,	,	PUNCT
easat-6939	145	20	specifically	specifically	ADV
easat-6939	145	21	the	the	DET
easat-6939	145	22	weighted	weight	VERB
easat-6939	145	23	sum	sum	NOUN
easat-6939	145	24	rule	rule	NOUN
easat-6939	145	25	,	,	PUNCT
easat-6939	145	26	is	be	AUX
easat-6939	145	27	a	a	DET
easat-6939	145	28	sophisticated	sophisticated	ADJ
easat-6939	145	29	technique	technique	NOUN
easat-6939	145	30	utilized	utilize	VERB
easat-6939	145	31	to	to	PART
easat-6939	145	32	amalgamate	amalgamate	VERB
easat-6939	145	33	information	information	NOUN
easat-6939	145	34	from	from	ADP
easat-6939	145	35	multiple	multiple	ADJ
easat-6939	145	36	sources	source	NOUN
easat-6939	145	37	or	or	CCONJ
easat-6939	145	38	modalities	modality	NOUN
easat-6939	145	39	into	into	ADP
easat-6939	145	40	a	a	DET
easat-6939	145	41	single	single	ADJ
easat-6939	145	42	comprehensive	comprehensive	ADJ
easat-6939	145	43	representation	representation	NOUN
easat-6939	145	44	.	.	PUNCT
easat-6939	146	1	in	in	ADP
easat-6939	146	2	this	this	DET
easat-6939	146	3	method	method	NOUN
easat-6939	146	4	,	,	PUNCT
easat-6939	146	5	features	feature	NOUN
easat-6939	146	6	extracted	extract	VERB
easat-6939	146	7	from	from	ADP
easat-6939	146	8	different	different	ADJ
easat-6939	146	9	modalities	modality	NOUN
easat-6939	146	10	are	be	AUX
easat-6939	146	11	assigned	assign	VERB
easat-6939	146	12	weights	weight	NOUN
easat-6939	146	13	based	base	VERB
easat-6939	146	14	on	on	ADP
easat-6939	146	15	their	their	PRON
easat-6939	146	16	significance	significance	NOUN
easat-6939	146	17	or	or	CCONJ
easat-6939	146	18	reliability	reliability	NOUN
easat-6939	146	19	,	,	PUNCT
easat-6939	146	20	and	and	CCONJ
easat-6939	146	21	then	then	ADV
easat-6939	146	22	combined	combine	VERB
easat-6939	146	23	using	use	VERB
easat-6939	146	24	a	a	DET
easat-6939	146	25	weighted	weight	VERB
easat-6939	146	26	sum	sum	NOUN
easat-6939	146	27	operation	operation	NOUN
easat-6939	146	28	.	.	PUNCT
easat-6939	147	1	by	by	ADP
easat-6939	147	2	assigning	assign	VERB
easat-6939	147	3	appropriate	appropriate	ADJ
easat-6939	147	4	weights	weight	NOUN
easat-6939	147	5	to	to	ADP
easat-6939	147	6	each	each	DET
easat-6939	147	7	feature	feature	NOUN
easat-6939	147	8	,	,	PUNCT
easat-6939	147	9	the	the	DET
easat-6939	147	10	weighted	weight	VERB
easat-6939	147	11	sum	sum	NOUN
easat-6939	147	12	rule	rule	NOUN
easat-6939	147	13	ensures	ensure	VERB
easat-6939	147	14	that	that	SCONJ
easat-6939	147	15	the	the	DET
easat-6939	147	16	final	final	ADJ
easat-6939	147	17	representation	representation	NOUN
easat-6939	147	18	optimally	optimally	ADV
easat-6939	147	19	captures	capture	VERB
easat-6939	147	20	the	the	DET
easat-6939	147	21	complementary	complementary	ADJ
easat-6939	147	22	information	information	NOUN
easat-6939	147	23	present	present	ADJ
easat-6939	147	24	in	in	ADP
easat-6939	147	25	the	the	DET
easat-6939	147	26	diverse	diverse	ADJ
easat-6939	147	27	modalities	modality	NOUN
easat-6939	147	28	,	,	PUNCT
easat-6939	147	29	thereby	thereby	ADV
easat-6939	147	30	enhancing	enhance	VERB
easat-6939	147	31	overall	overall	ADJ
easat-6939	147	32	performance	performance	NOUN
easat-6939	147	33	in	in	ADP
easat-6939	147	34	various	various	ADJ
easat-6939	147	35	tasks	task	NOUN
easat-6939	147	36	such	such	ADJ
easat-6939	147	37	as	as	ADP
easat-6939	147	38	classification	classification	NOUN
easat-6939	147	39	,	,	PUNCT
easat-6939	147	40	recognition	recognition	NOUN
easat-6939	147	41	,	,	PUNCT
easat-6939	147	42	and	and	CCONJ
easat-6939	147	43	decision	decision	NOUN
easat-6939	147	44	-	-	PUNCT
easat-6939	147	45	making	making	NOUN
easat-6939	147	46	.	.	PUNCT
easat-6939	148	1	this	this	DET
easat-6939	148	2	fusion	fusion	NOUN
easat-6939	148	3	approach	approach	NOUN
easat-6939	148	4	is	be	AUX
easat-6939	148	5	widely	widely	ADV
easat-6939	148	6	employed	employ	VERB
easat-6939	148	7	in	in	ADP
easat-6939	148	8	fields	field	NOUN
easat-6939	148	9	like	like	ADP
easat-6939	148	10	computer	computer	NOUN
easat-6939	148	11	vision	vision	NOUN
easat-6939	148	12	,	,	PUNCT
easat-6939	148	13	pattern	pattern	NOUN
easat-6939	148	14	recognition	recognition	NOUN
easat-6939	148	15	,	,	PUNCT
easat-6939	148	16	and	and	CCONJ
easat-6939	148	17	biometric	biometric	ADJ
easat-6939	148	18	authentication	authentication	NOUN
easat-6939	148	19	,	,	PUNCT
easat-6939	148	20	where	where	SCONJ
easat-6939	148	21	integrating	integrate	VERB
easat-6939	148	22	heterogeneous	heterogeneous	ADJ
easat-6939	148	23	data	datum	NOUN
easat-6939	148	24	sources	source	NOUN
easat-6939	148	25	leads	lead	VERB
easat-6939	148	26	to	to	ADP
easat-6939	148	27	more	more	ADV
easat-6939	148	28	robust	robust	ADJ
easat-6939	148	29	and	and	CCONJ
easat-6939	148	30	accurate	accurate	ADJ
easat-6939	148	31	feature	feature	NOUN
easat-6939	148	32	representations	representation	NOUN
easat-6939	148	33	.	.	PUNCT
easat-6939	149	1	figure	figure	NOUN
easat-6939	149	2	5	5	NUM
easat-6939	149	3	shows	show	VERB
easat-6939	149	4	the	the	DET
easat-6939	149	5	extracted	extract	VERB
easat-6939	149	6	features	feature	NOUN
easat-6939	149	7	from	from	ADP
easat-6939	149	8	the	the	DET
easat-6939	149	9	pre	pre	ADJ
easat-6939	149	10	-	-	ADJ
easat-6939	149	11	processed	processed	ADJ
easat-6939	149	12	image	image	NOUN
easat-6939	149	13	.	.	PUNCT
easat-6939	150	1	562	562	NUM
easat-6939	150	2	edelweiss	edelweiss	PROPN
easat-6939	150	3	applied	apply	VERB
easat-6939	150	4	science	science	NOUN
easat-6939	150	5	and	and	CCONJ
easat-6939	150	6	technology	technology	NOUN
easat-6939	150	7	issn	issn	PROPN
easat-6939	150	8	:	:	PUNCT
easat-6939	150	9	2576	2576	NUM
easat-6939	150	10	-	-	SYM
easat-6939	150	11	8484	8484	NUM
easat-6939	150	12	vol	vol	NOUN
easat-6939	150	13	.	.	PROPN
easat-6939	151	1	9	9	NUM
easat-6939	151	2	,	,	PUNCT
easat-6939	151	3	no	no	INTJ
easat-6939	151	4	.	.	NOUN
easat-6939	151	5	5	5	NUM
easat-6939	151	6	:	:	SYM
easat-6939	151	7	554	554	NUM
easat-6939	151	8	-	-	SYM
easat-6939	151	9	571	571	NUM
easat-6939	151	10	,	,	PUNCT
easat-6939	151	11	2025	2025	NUM
easat-6939	151	12	doi	doi	NOUN
easat-6939	151	13	:	:	PUNCT
easat-6939	151	14	10.55214/25768484.v9i5.6939	10.55214/25768484.v9i5.6939	PROPN
easat-6939	152	1	©	©	PROPN
easat-6939	152	2	2025	2025	NUM
easat-6939	152	3	by	by	ADP
easat-6939	152	4	the	the	DET
easat-6939	152	5	authors	author	NOUN
easat-6939	152	6	;	;	PUNCT
easat-6939	152	7	licensee	licensee	PROPN
easat-6939	152	8	learning	learning	NOUN
easat-6939	152	9	gate	gate	NOUN
easat-6939	152	10	1	1	NUM
easat-6939	152	11	.	.	PUNCT
easat-6939	153	1	input	input	NOUN
easat-6939	153	2	:	:	PUNCT
easat-6939	153	3	•	•	NUM
easat-6939	153	4	user	user	NOUN
easat-6939	153	5	's	's	PART
easat-6939	153	6	personal	personal	ADJ
easat-6939	153	7	information	information	NOUN
easat-6939	153	8	(	(	PUNCT
easat-6939	153	9	e.g.	e.g.	ADV
easat-6939	153	10	,	,	PUNCT
easat-6939	153	11	name	name	NOUN
easat-6939	153	12	,	,	PUNCT
easat-6939	153	13	i	i	PROPN
easat-6939	153	14	d	d	PROPN
easat-6939	153	15	)	)	PUNCT
easat-6939	153	16	.	.	PUNCT
easat-6939	154	1	•	•	NUM
easat-6939	154	2	biometric	biometric	ADJ
easat-6939	154	3	data	datum	NOUN
easat-6939	154	4	:	:	PUNCT
easat-6939	154	5	▪	▪	ADJ
easat-6939	154	6	fingerprint	fingerprint	NOUN
easat-6939	154	7	image	image	NOUN
easat-6939	154	8	(	(	PUNCT
easat-6939	154	9	f	f	X
easat-6939	154	10	)	)	PUNCT
easat-6939	154	11	represented	represent	VERB
easat-6939	154	12	as	as	ADP
easat-6939	154	13	a	a	DET
easat-6939	154	14	matrix	matrix	NOUN
easat-6939	154	15	.	.	PUNCT
easat-6939	155	1	▪	▪	ADJ
easat-6939	155	2	facial	facial	ADJ
easat-6939	155	3	image	image	NOUN
easat-6939	155	4	(	(	PUNCT
easat-6939	155	5	i	i	NOUN
easat-6939	155	6	)	)	PUNCT
easat-6939	155	7	represented	represent	VERB
easat-6939	155	8	as	as	ADP
easat-6939	155	9	a	a	DET
easat-6939	155	10	matrix	matrix	NOUN
easat-6939	155	11	.	.	PUNCT
easat-6939	156	1	▪	▪	ADJ
easat-6939	156	2	iris	iris	NOUN
easat-6939	156	3	image	image	NOUN
easat-6939	156	4	(	(	PUNCT
easat-6939	156	5	r	r	NOUN
easat-6939	156	6	)	)	PUNCT
easat-6939	156	7	represented	represent	VERB
easat-6939	156	8	as	as	ADP
easat-6939	156	9	a	a	DET
easat-6939	156	10	matrix	matrix	NOUN
easat-6939	156	11	.	.	PUNCT
easat-6939	157	1	2	2	X
easat-6939	157	2	.	.	X
easat-6939	157	3	feature	feature	NOUN
easat-6939	157	4	extraction	extraction	NOUN
easat-6939	157	5	one	one	NUM
easat-6939	157	6	popular	popular	ADJ
easat-6939	157	7	algorithm	algorithm	NOUN
easat-6939	157	8	for	for	ADP
easat-6939	157	9	fusion	fusion	NOUN
easat-6939	157	10	-	-	PUNCT
easat-6939	157	11	based	base	VERB
easat-6939	157	12	feature	feature	NOUN
easat-6939	157	13	extraction	extraction	NOUN
easat-6939	157	14	is	be	AUX
easat-6939	157	15	the	the	DET
easat-6939	157	16	weighted	weighted	ADJ
easat-6939	157	17	sum	sum	NOUN
easat-6939	157	18	rule	rule	NOUN
easat-6939	157	19	.	.	PUNCT
easat-6939	158	1	this	this	DET
easat-6939	158	2	algorithm	algorithm	NOUN
easat-6939	158	3	combines	combine	VERB
easat-6939	158	4	the	the	DET
easat-6939	158	5	features	feature	NOUN
easat-6939	158	6	or	or	CCONJ
easat-6939	158	7	scores	score	NOUN
easat-6939	158	8	from	from	ADP
easat-6939	158	9	different	different	ADJ
easat-6939	158	10	modalities	modality	NOUN
easat-6939	158	11	by	by	ADP
easat-6939	158	12	linearly	linearly	ADV
easat-6939	158	13	combining	combine	VERB
easat-6939	158	14	them	they	PRON
easat-6939	158	15	with	with	ADP
easat-6939	158	16	weights	weight	NOUN
easat-6939	158	17	.	.	PUNCT
easat-6939	159	1	a.	a.	NOUN
easat-6939	159	2	feature	feature	PROPN
easat-6939	159	3	extraction	extraction	NOUN
easat-6939	159	4	:	:	PUNCT
easat-6939	159	5	extract	extract	NOUN
easat-6939	159	6	features	feature	VERB
easat-6939	159	7	independently	independently	ADV
easat-6939	159	8	from	from	ADP
easat-6939	159	9	each	each	DET
easat-6939	159	10	modality	modality	NOUN
easat-6939	159	11	.	.	PUNCT
easat-6939	160	1	let	let	VERB
easat-6939	160	2	x1	x1	NUM
easat-6939	160	3	,	,	PUNCT
easat-6939	160	4	x2	x2	PROPN
easat-6939	160	5	,	,	PUNCT
easat-6939	160	6	…	…	PUNCT
easat-6939	160	7	,	,	PUNCT
easat-6939	160	8	xn	xn	PROPN
easat-6939	160	9	represent	represent	VERB
easat-6939	160	10	the	the	DET
easat-6939	160	11	feature	feature	NOUN
easat-6939	160	12	vectors	vector	NOUN
easat-6939	160	13	extracted	extract	VERB
easat-6939	160	14	from	from	ADP
easat-6939	160	15	n	n	CCONJ
easat-6939	160	16	different	different	ADJ
easat-6939	160	17	modalities	modality	NOUN
easat-6939	160	18	.	.	PUNCT
easat-6939	161	1	b.	b.	PROPN
easat-6939	161	2	normalization	normalization	PROPN
easat-6939	161	3	:	:	PUNCT
easat-6939	161	4	normalize	normalize	VERB
easat-6939	161	5	the	the	DET
easat-6939	161	6	feature	feature	NOUN
easat-6939	161	7	vectors	vector	NOUN
easat-6939	161	8	if	if	SCONJ
easat-6939	161	9	necessary	necessary	ADJ
easat-6939	161	10	to	to	PART
easat-6939	161	11	ensure	ensure	VERB
easat-6939	161	12	that	that	SCONJ
easat-6939	161	13	they	they	PRON
easat-6939	161	14	are	be	AUX
easat-6939	161	15	on	on	ADP
easat-6939	161	16	the	the	DET
easat-6939	161	17	same	same	ADJ
easat-6939	161	18	scale	scale	NOUN
easat-6939	161	19	.	.	PUNCT
easat-6939	162	1	this	this	DET
easat-6939	162	2	step	step	NOUN
easat-6939	162	3	is	be	AUX
easat-6939	162	4	important	important	ADJ
easat-6939	162	5	for	for	SCONJ
easat-6939	162	6	the	the	DET
easat-6939	162	7	weighted	weight	VERB
easat-6939	162	8	sum	sum	NOUN
easat-6939	162	9	rule	rule	NOUN
easat-6939	162	10	to	to	PART
easat-6939	162	11	give	give	VERB
easat-6939	162	12	appropriate	appropriate	ADJ
easat-6939	162	13	importance	importance	NOUN
easat-6939	162	14	to	to	ADP
easat-6939	162	15	each	each	DET
easat-6939	162	16	modality	modality	NOUN
easat-6939	162	17	.	.	PUNCT
easat-6939	163	1	c.	c.	PROPN
easat-6939	163	2	weight	weight	PROPN
easat-6939	163	3	assignment	assignment	NOUN
easat-6939	163	4	:	:	PUNCT
easat-6939	163	5	assign	assign	VERB
easat-6939	163	6	a	a	DET
easat-6939	163	7	weight	weight	NOUN
easat-6939	163	8	to	to	ADP
easat-6939	163	9	each	each	DET
easat-6939	163	10	modality	modality	NOUN
easat-6939	163	11	based	base	VERB
easat-6939	163	12	on	on	ADP
easat-6939	163	13	its	its	PRON
easat-6939	163	14	relevance	relevance	NOUN
easat-6939	163	15	or	or	CCONJ
easat-6939	163	16	importance	importance	NOUN
easat-6939	163	17	.	.	PUNCT
easat-6939	164	1	these	these	DET
easat-6939	164	2	weights	weight	NOUN
easat-6939	164	3	can	can	AUX
easat-6939	164	4	be	be	AUX
easat-6939	164	5	fixed	fix	VERB
easat-6939	164	6	or	or	CCONJ
easat-6939	164	7	learned	learn	VERB
easat-6939	164	8	from	from	ADP
easat-6939	164	9	the	the	DET
easat-6939	164	10	data	datum	NOUN
easat-6939	164	11	.	.	PUNCT
easat-6939	165	1	typically	typically	ADV
easat-6939	165	2	,	,	PUNCT
easat-6939	165	3	weights	weight	NOUN
easat-6939	165	4	are	be	AUX
easat-6939	165	5	assigned	assign	VERB
easat-6939	165	6	such	such	ADJ
easat-6939	165	7	that	that	SCONJ
easat-6939	165	8	more	more	ADV
easat-6939	165	9	reliable	reliable	ADJ
easat-6939	165	10	or	or	CCONJ
easat-6939	165	11	informative	informative	ADJ
easat-6939	165	12	modalities	modality	NOUN
easat-6939	165	13	are	be	AUX
easat-6939	165	14	given	give	VERB
easat-6939	165	15	higher	high	ADJ
easat-6939	165	16	weights	weight	NOUN
easat-6939	165	17	.	.	PUNCT
easat-6939	166	1	d.	d.	PROPN
easat-6939	166	2	fusion	fusion	PROPN
easat-6939	166	3	:	:	PUNCT
easat-6939	166	4	combine	combine	VERB
easat-6939	166	5	the	the	DET
easat-6939	166	6	normalized	normalize	VERB
easat-6939	166	7	feature	feature	NOUN
easat-6939	166	8	vectors	vector	NOUN
easat-6939	166	9	using	use	VERB
easat-6939	166	10	the	the	DET
easat-6939	166	11	weighted	weight	VERB
easat-6939	166	12	sum	sum	NOUN
easat-6939	166	13	rule	rule	NOUN
easat-6939	166	14	:	:	PUNCT
easat-6939	166	15	f	f	X
easat-6939	166	16	=	=	PRON
easat-6939	166	17	w1⋅x1+w2⋅x2+	w1⋅x1+w2⋅x2+	PART
easat-6939	166	18	…	…	PUNCT
easat-6939	166	19	+wn⋅xn	+wn⋅xn	NUM
easat-6939	166	20	where	where	SCONJ
easat-6939	166	21	f	f	PROPN
easat-6939	166	22	is	be	AUX
easat-6939	166	23	the	the	DET
easat-6939	166	24	fused	fuse	VERB
easat-6939	166	25	feature	feature	NOUN
easat-6939	166	26	vector	vector	NOUN
easat-6939	166	27	,	,	PUNCT
easat-6939	166	28	and	and	CCONJ
easat-6939	166	29	w1,w2,	w1,w2,	PROPN
easat-6939	166	30	…	…	PUNCT
easat-6939	166	31	,wn	,wn	PUNCT
easat-6939	166	32	are	be	AUX
easat-6939	166	33	the	the	DET
easat-6939	166	34	weights	weight	NOUN
easat-6939	166	35	assigned	assign	VERB
easat-6939	166	36	to	to	ADP
easat-6939	166	37	each	each	DET
easat-6939	166	38	modality	modality	NOUN
easat-6939	166	39	.	.	PUNCT
easat-6939	167	1	e.	e.	PROPN
easat-6939	167	2	normalization	normalization	PROPN
easat-6939	167	3	(	(	PUNCT
easat-6939	167	4	optional	optional	ADJ
easat-6939	167	5	):	):	PUNCT
easat-6939	167	6	normalize	normalize	VERB
easat-6939	167	7	the	the	DET
easat-6939	167	8	fused	fuse	VERB
easat-6939	167	9	feature	feature	NOUN
easat-6939	167	10	vector	vector	NOUN
easat-6939	167	11	if	if	SCONJ
easat-6939	167	12	necessary	necessary	ADJ
easat-6939	167	13	to	to	PART
easat-6939	167	14	ensure	ensure	VERB
easat-6939	167	15	that	that	SCONJ
easat-6939	167	16	it	it	PRON
easat-6939	167	17	lies	lie	VERB
easat-6939	167	18	within	within	ADP
easat-6939	167	19	a	a	DET
easat-6939	167	20	certain	certain	ADJ
easat-6939	167	21	range	range	NOUN
easat-6939	167	22	or	or	CCONJ
easat-6939	167	23	has	have	VERB
easat-6939	167	24	a	a	DET
easat-6939	167	25	specific	specific	ADJ
easat-6939	167	26	distribution	distribution	NOUN
easat-6939	167	27	.	.	PUNCT
easat-6939	168	1	the	the	DET
easat-6939	168	2	weights	weight	NOUN
easat-6939	168	3	w1,w2,	w1,w2,	PROPN
easat-6939	168	4	…	…	PUNCT
easat-6939	168	5	,wn	,wn	PUNCT
easat-6939	168	6	can	can	AUX
easat-6939	168	7	be	be	AUX
easat-6939	168	8	assigned	assign	VERB
easat-6939	168	9	based	base	VERB
easat-6939	168	10	on	on	ADP
easat-6939	168	11	prior	prior	ADJ
easat-6939	168	12	knowledge	knowledge	NOUN
easat-6939	168	13	,	,	PUNCT
easat-6939	168	14	domain	domain	NOUN
easat-6939	168	15	expertise	expertise	NOUN
easat-6939	168	16	,	,	PUNCT
easat-6939	168	17	or	or	CCONJ
easat-6939	168	18	learned	learn	VERB
easat-6939	168	19	from	from	ADP
easat-6939	168	20	training	train	VERB
easat-6939	168	21	data	datum	NOUN
easat-6939	168	22	using	use	VERB
easat-6939	168	23	techniques	technique	NOUN
easat-6939	168	24	like	like	ADP
easat-6939	168	25	cross	cross	NOUN
easat-6939	168	26	-	-	ADJ
easat-6939	168	27	validation	validation	ADJ
easat-6939	168	28	or	or	CCONJ
easat-6939	168	29	optimization	optimization	NOUN
easat-6939	168	30	algorithms	algorithm	NOUN
easat-6939	168	31	.	.	PUNCT
easat-6939	169	1	3	3	X
easat-6939	169	2	.	.	X
easat-6939	169	3	template	template	NOUN
easat-6939	169	4	creation	creation	NOUN
easat-6939	169	5	:	:	PUNCT
easat-6939	169	6	•	•	NUM
easat-6939	169	7	encode	encode	VERB
easat-6939	169	8	the	the	DET
easat-6939	169	9	fused	fuse	VERB
easat-6939	169	10	feature	feature	NOUN
easat-6939	169	11	vector	vector	NOUN
easat-6939	169	12	to	to	PART
easat-6939	169	13	create	create	VERB
easat-6939	169	14	the	the	DET
easat-6939	169	15	user	user	NOUN
easat-6939	169	16	's	's	PART
easat-6939	169	17	template	template	NOUN
easat-6939	169	18	:	:	PUNCT
easat-6939	169	19	•	•	NUM
easat-6939	169	20	templateuser	templateuser	NOUN
easat-6939	169	21	=	=	SYM
easat-6939	169	22	encode(fused_features	encode(fused_feature	NOUN
easat-6939	169	23	)	)	PUNCT
easat-6939	169	24	4	4	NUM
easat-6939	169	25	.	.	PUNCT
easat-6939	169	26	template	template	NOUN
easat-6939	169	27	storage	storage	NOUN
easat-6939	169	28	:	:	PUNCT
easat-6939	169	29	•	•	NUM
easat-6939	169	30	store	store	VERB
easat-6939	169	31	the	the	DET
easat-6939	169	32	template	template	NOUN
easat-6939	169	33	along	along	ADP
easat-6939	169	34	with	with	ADP
easat-6939	169	35	user	user	NOUN
easat-6939	169	36	's	's	PART
easat-6939	169	37	information	information	NOUN
easat-6939	169	38	securely	securely	ADV
easat-6939	169	39	in	in	ADP
easat-6939	169	40	the	the	DET
easat-6939	169	41	cloud	cloud	NOUN
easat-6939	169	42	database	database	NOUN
easat-6939	169	43	.	.	PUNCT
easat-6939	170	1	563	563	NUM
easat-6939	170	2	edelweiss	edelweiss	PROPN
easat-6939	170	3	applied	apply	VERB
easat-6939	170	4	science	science	NOUN
easat-6939	170	5	and	and	CCONJ
easat-6939	170	6	technology	technology	NOUN
easat-6939	170	7	issn	issn	PROPN
easat-6939	170	8	:	:	PUNCT
easat-6939	170	9	2576	2576	NUM
easat-6939	170	10	-	-	SYM
easat-6939	170	11	8484	8484	NUM
easat-6939	170	12	vol	vol	NOUN
easat-6939	170	13	.	.	PROPN
easat-6939	171	1	9	9	NUM
easat-6939	171	2	,	,	PUNCT
easat-6939	171	3	no	no	INTJ
easat-6939	171	4	.	.	NOUN
easat-6939	171	5	5	5	NUM
easat-6939	171	6	:	:	SYM
easat-6939	171	7	554	554	NUM
easat-6939	171	8	-	-	SYM
easat-6939	171	9	571	571	NUM
easat-6939	171	10	,	,	PUNCT
easat-6939	171	11	2025	2025	NUM
easat-6939	171	12	doi	doi	NOUN
easat-6939	171	13	:	:	PUNCT
easat-6939	171	14	10.55214/25768484.v9i5.6939	10.55214/25768484.v9i5.6939	PROPN
easat-6939	172	1	©	©	PROPN
easat-6939	172	2	2025	2025	NUM
easat-6939	172	3	by	by	ADP
easat-6939	172	4	the	the	DET
easat-6939	172	5	authors	author	NOUN
easat-6939	172	6	;	;	PUNCT
easat-6939	172	7	licensee	licensee	PROPN
easat-6939	172	8	learning	learn	VERB
easat-6939	172	9	gate	gate	PROPN
easat-6939	172	10	figure	figure	NOUN
easat-6939	172	11	5	5	NUM
easat-6939	172	12	.	.	PUNCT
easat-6939	172	13	extracted	extract	VERB
easat-6939	172	14	features	feature	NOUN
easat-6939	172	15	using	use	VERB
easat-6939	172	16	fusion	fusion	NOUN
easat-6939	172	17	based	base	VERB
easat-6939	172	18	feature	feature	NOUN
easat-6939	172	19	extraction	extraction	NOUN
easat-6939	172	20	.	.	PUNCT
easat-6939	173	1	564	564	NUM
easat-6939	173	2	edelweiss	edelweiss	PROPN
easat-6939	173	3	applied	apply	VERB
easat-6939	173	4	science	science	NOUN
easat-6939	173	5	and	and	CCONJ
easat-6939	173	6	technology	technology	NOUN
easat-6939	173	7	issn	issn	PROPN
easat-6939	173	8	:	:	PUNCT
easat-6939	173	9	2576	2576	NUM
easat-6939	173	10	-	-	SYM
easat-6939	173	11	8484	8484	NUM
easat-6939	173	12	vol	vol	NOUN
easat-6939	173	13	.	.	PROPN
easat-6939	174	1	9	9	NUM
easat-6939	174	2	,	,	PUNCT
easat-6939	174	3	no	no	INTJ
easat-6939	174	4	.	.	NOUN
easat-6939	174	5	5	5	NUM
easat-6939	174	6	:	:	SYM
easat-6939	174	7	554	554	NUM
easat-6939	174	8	-	-	SYM
easat-6939	174	9	571	571	NUM
easat-6939	174	10	,	,	PUNCT
easat-6939	174	11	2025	2025	NUM
easat-6939	174	12	doi	doi	NOUN
easat-6939	174	13	:	:	PUNCT
easat-6939	174	14	10.55214/25768484.v9i5.6939	10.55214/25768484.v9i5.6939	PROPN
easat-6939	175	1	©	©	PROPN
easat-6939	175	2	2025	2025	NUM
easat-6939	175	3	by	by	ADP
easat-6939	175	4	the	the	DET
easat-6939	175	5	authors	author	NOUN
easat-6939	175	6	;	;	PUNCT
easat-6939	175	7	licensee	licensee	PROPN
easat-6939	175	8	learning	learning	NOUN
easat-6939	175	9	gate	gate	VERB
easat-6939	175	10	3.3	3.3	NUM
easat-6939	175	11	.	.	PUNCT
easat-6939	176	1	dcmr	dcmr	VERB
easat-6939	176	2	classification	classification	NOUN
easat-6939	176	3	the	the	DET
easat-6939	176	4	deep	deep	ADJ
easat-6939	176	5	cross	cross	ADJ
easat-6939	176	6	-	-	ADJ
easat-6939	176	7	modal	modal	ADJ
easat-6939	176	8	retrieval	retrieval	NOUN
easat-6939	176	9	(	(	PUNCT
easat-6939	176	10	dcmr	dcmr	NOUN
easat-6939	176	11	)	)	PUNCT
easat-6939	176	12	architecture	architecture	NOUN
easat-6939	176	13	integrates	integrate	VERB
easat-6939	176	14	deep	deep	ADJ
easat-6939	176	15	learning	learning	NOUN
easat-6939	176	16	and	and	CCONJ
easat-6939	176	17	multimodal	multimodal	NOUN
easat-6939	176	18	data	datum	NOUN
easat-6939	176	19	processing	processing	NOUN
easat-6939	176	20	,	,	PUNCT
easat-6939	176	21	aiming	aim	VERB
easat-6939	176	22	to	to	PART
easat-6939	176	23	learn	learn	VERB
easat-6939	176	24	a	a	DET
easat-6939	176	25	unified	unified	ADJ
easat-6939	176	26	representation	representation	NOUN
easat-6939	176	27	space	space	NOUN
easat-6939	176	28	across	across	ADP
easat-6939	176	29	modalities	modality	NOUN
easat-6939	176	30	.	.	PUNCT
easat-6939	177	1	it	it	PRON
easat-6939	177	2	leverages	leverage	VERB
easat-6939	177	3	theoretical	theoretical	ADJ
easat-6939	177	4	principles	principle	NOUN
easat-6939	177	5	from	from	ADP
easat-6939	177	6	canonical	canonical	ADJ
easat-6939	177	7	correlation	correlation	NOUN
easat-6939	177	8	analysis	analysis	NOUN
easat-6939	177	9	(	(	PUNCT
easat-6939	177	10	cca	cca	NOUN
easat-6939	177	11	)	)	PUNCT
easat-6939	177	12	and	and	CCONJ
easat-6939	177	13	deep	deep	ADJ
easat-6939	177	14	learning	learning	NOUN
easat-6939	177	15	to	to	PART
easat-6939	177	16	capture	capture	VERB
easat-6939	177	17	both	both	CCONJ
easat-6939	177	18	low	low	ADJ
easat-6939	177	19	-	-	PUNCT
easat-6939	177	20	level	level	NOUN
easat-6939	177	21	features	feature	NOUN
easat-6939	177	22	and	and	CCONJ
easat-6939	177	23	high	high	ADJ
easat-6939	177	24	-	-	PUNCT
easat-6939	177	25	level	level	NOUN
easat-6939	177	26	semantics	semantic	NOUN
easat-6939	177	27	.	.	PUNCT
easat-6939	178	1	cross	cross	ADJ
easat-6939	178	2	-	-	ADJ
easat-6939	178	3	modal	modal	ADJ
easat-6939	178	4	fusion	fusion	NOUN
easat-6939	178	5	techniques	technique	NOUN
easat-6939	178	6	merge	merge	VERB
easat-6939	178	7	features	feature	NOUN
easat-6939	178	8	from	from	ADP
easat-6939	178	9	different	different	ADJ
easat-6939	178	10	modalities	modality	NOUN
easat-6939	178	11	,	,	PUNCT
easat-6939	178	12	ensuring	ensure	VERB
easat-6939	178	13	compatibility	compatibility	NOUN
easat-6939	178	14	in	in	ADP
easat-6939	178	15	the	the	DET
easat-6939	178	16	joint	joint	ADJ
easat-6939	178	17	representation	representation	NOUN
easat-6939	178	18	.	.	PUNCT
easat-6939	179	1	1	1	X
easat-6939	179	2	.	.	X
easat-6939	179	3	text	text	NOUN
easat-6939	179	4	and	and	CCONJ
easat-6939	179	5	image	image	NOUN
easat-6939	179	6	encoders	encoder	NOUN
easat-6939	179	7	•	•	NOUN
easat-6939	179	8	text	text	NOUN
easat-6939	179	9	encoder	encoder	NOUN
easat-6939	179	10	et	et	NOUN
easat-6939	179	11	:	:	PUNCT
easat-6939	179	12	converts	convert	VERB
easat-6939	179	13	text	text	NOUN
easat-6939	179	14	into	into	ADP
easat-6939	179	15	an	an	DET
easat-6939	179	16	embedding	embedding	NOUN
easat-6939	179	17	.	.	PUNCT
easat-6939	180	1	tj	tj	X
easat-6939	180	2	=	=	NOUN
easat-6939	180	3	et(tj	et(tj	ADJ
easat-6939	180	4	)	)	PUNCT
easat-6939	180	5	•	•	NOUN
easat-6939	180	6	image	image	NOUN
easat-6939	180	7	encoder	encoder	NOUN
easat-6939	180	8	ei	ei	NOUN
easat-6939	180	9	:	:	PUNCT
easat-6939	180	10	converts	convert	VERB
easat-6939	180	11	image	image	NOUN
easat-6939	180	12	into	into	ADP
easat-6939	180	13	an	an	DET
easat-6939	180	14	embedding	embedding	NOUN
easat-6939	180	15	.	.	PUNCT
easat-6939	181	1	ik	ik	PROPN
easat-6939	181	2	=	=	NOUN
easat-6939	181	3	ei(ik	ei(ik	NOUN
easat-6939	181	4	)	)	PUNCT
easat-6939	181	5	2	2	NUM
easat-6939	181	6	.	.	X
easat-6939	181	7	projection	projection	NOUN
easat-6939	181	8	into	into	ADP
easat-6939	181	9	joint	joint	ADJ
easat-6939	181	10	embedding	embed	VERB
easat-6939	181	11	space	space	NOUN
easat-6939	181	12	•	•	NOUN
easat-6939	181	13	projection	projection	NOUN
easat-6939	181	14	for	for	ADP
easat-6939	181	15	text	text	NOUN
easat-6939	181	16	:	:	PUNCT
easat-6939	181	17	tj′=ft(tj	tj′=ft(tj	X
easat-6939	181	18	)	)	PUNCT
easat-6939	181	19	•	•	NUM
easat-6939	181	20	projection	projection	NOUN
easat-6939	181	21	for	for	ADP
easat-6939	181	22	image	image	NOUN
easat-6939	181	23	:	:	PUNCT
easat-6939	181	24	ik′=fi(ik	ik′=fi(ik	PROPN
easat-6939	181	25	)	)	PUNCT
easat-6939	181	26	3	3	X
easat-6939	181	27	.	.	X
easat-6939	181	28	similarity	similarity	NOUN
easat-6939	181	29	measure	measure	NOUN
easat-6939	181	30	•	•	ADP
easat-6939	181	31	cosine	cosine	NOUN
easat-6939	181	32	similarity	similarity	NOUN
easat-6939	181	33	between	between	ADP
easat-6939	181	34	projected	project	VERB
easat-6939	181	35	text	text	NOUN
easat-6939	181	36	and	and	CCONJ
easat-6939	181	37	image	image	NOUN
easat-6939	181	38	embeddings	embedding	NOUN
easat-6939	181	39	:	:	PUNCT
easat-6939	181	40	s(tj′,ik′)=tj′⋅ik′/	s(tj′,ik′)=tj′⋅ik′/	ADV
easat-6939	181	41	∥tj′∥∥ik′∥	∥tj′∥∥ik′∥	ADV
easat-6939	181	42	4	4	NUM
easat-6939	181	43	.	.	PUNCT
easat-6939	182	1	loss	loss	NOUN
easat-6939	182	2	function	function	NOUN
easat-6939	182	3	for	for	ADP
easat-6939	182	4	training	train	VERB
easat-6939	182	5	•	•	NOUN
easat-6939	182	6	contrastive	contrastive	ADJ
easat-6939	182	7	loss	loss	NOUN
easat-6939	182	8	:	:	PUNCT
easat-6939	182	9	l=	l=	ADJ
easat-6939	182	10	∑(j	∑(j	PROPN
easat-6939	182	11	,	,	PUNCT
easat-6939	182	12	k)∈p	k)∈p	X
easat-6939	182	13	(	(	PUNCT
easat-6939	182	14	1−s(tj′,ik′))2	1−s(tj′,ik′))2	NUM
easat-6939	182	15	+	+	SYM
easat-6939	182	16	∑(j	∑(j	PROPN
easat-6939	182	17	,	,	PUNCT
easat-6939	182	18	k′)∉p	k′)∉p	ADJ
easat-6939	182	19	max	max	PROPN
easat-6939	182	20	(	(	PUNCT
easat-6939	182	21	0,s(tj′,ik′′)−m)2	0,s(tj′,ik′′)−m)2	NUM
easat-6939	182	22	where	where	SCONJ
easat-6939	182	23	p	p	NOUN
easat-6939	182	24	is	be	AUX
easat-6939	182	25	the	the	DET
easat-6939	182	26	set	set	NOUN
easat-6939	182	27	of	of	ADP
easat-6939	182	28	positive	positive	ADJ
easat-6939	182	29	pairs	pair	NOUN
easat-6939	182	30	and	and	CCONJ
easat-6939	182	31	m	m	NOUN
easat-6939	182	32	is	be	AUX
easat-6939	182	33	a	a	DET
easat-6939	182	34	margin	margin	NOUN
easat-6939	182	35	.	.	PUNCT
easat-6939	183	1	5	5	X
easat-6939	183	2	.	.	X
easat-6939	183	3	otp	otp	NOUN
easat-6939	183	4	generation	generation	NOUN
easat-6939	183	5	and	and	CCONJ
easat-6939	183	6	verification	verification	NOUN
easat-6939	183	7	•	•	NOUN
easat-6939	183	8	otp	otp	NOUN
easat-6939	183	9	generation	generation	NOUN
easat-6939	183	10	:	:	PUNCT
easat-6939	183	11	otpu	otpu	NOUN
easat-6939	183	12	=	=	SYM
easat-6939	183	13	g(su	g(su	ADJ
easat-6939	183	14	)	)	PUNCT
easat-6939	183	15	6	6	NUM
easat-6939	183	16	.	.	PUNCT
easat-6939	183	17	system	system	NOUN
easat-6939	183	18	workflow	workflow	NOUN
easat-6939	183	19	a.	a.	NOUN
easat-6939	183	20	user	user	NOUN
easat-6939	183	21	registration	registration	NOUN
easat-6939	183	22	and	and	CCONJ
easat-6939	183	23	login	login	NOUN
easat-6939	183	24	1	1	NUM
easat-6939	183	25	.	.	PUNCT
easat-6939	184	1	registration	registration	NOUN
easat-6939	184	2	:	:	PUNCT
easat-6939	184	3	user	user	NOUN
easat-6939	184	4	registers	register	NOUN
easat-6939	184	5	with	with	ADP
easat-6939	184	6	an	an	DET
easat-6939	184	7	email	email	NOUN
easat-6939	184	8	/	/	SYM
easat-6939	184	9	phone	phone	NOUN
easat-6939	184	10	number	number	NOUN
easat-6939	184	11	.	.	PUNCT
easat-6939	185	1	2	2	X
easat-6939	185	2	.	.	X
easat-6939	185	3	login	login	NOUN
easat-6939	185	4	:	:	PUNCT
easat-6939	185	5	system	system	NOUN
easat-6939	185	6	generates	generate	VERB
easat-6939	185	7	and	and	CCONJ
easat-6939	185	8	sends	send	VERB
easat-6939	185	9	an	an	DET
easat-6939	185	10	otp	otp	NOUN
easat-6939	185	11	to	to	ADP
easat-6939	185	12	the	the	DET
easat-6939	185	13	user	user	NOUN
easat-6939	185	14	.	.	PUNCT
easat-6939	186	1	b.	b.	PROPN
easat-6939	186	2	otp	otp	PROPN
easat-6939	186	3	generation	generation	NOUN
easat-6939	186	4	and	and	CCONJ
easat-6939	186	5	verification	verification	NOUN
easat-6939	186	6	1	1	NUM
easat-6939	186	7	.	.	PUNCT
easat-6939	186	8	generate	generate	VERB
easat-6939	186	9	otp	otp	NOUN
easat-6939	186	10	:	:	PUNCT
easat-6939	186	11	•	•	ADP
easat-6939	186	12	generate	generate	VERB
easat-6939	186	13	otp	otp	NOUN
easat-6939	186	14	using	use	VERB
easat-6939	186	15	a	a	DET
easat-6939	186	16	secret	secret	ADJ
easat-6939	186	17	key	key	ADJ
easat-6939	186	18	su	su	PROPN
easat-6939	186	19	otpu	otpu	NOUN
easat-6939	186	20	=	=	SYM
easat-6939	186	21	g(su	g(su	ADJ
easat-6939	186	22	)	)	PUNCT
easat-6939	186	23	2	2	NUM
easat-6939	186	24	.	.	X
easat-6939	187	1	send	send	VERB
easat-6939	187	2	otp	otp	NOUN
easat-6939	187	3	:	:	PUNCT
easat-6939	187	4	send	send	VERB
easat-6939	187	5	otp	otp	NOUN
easat-6939	187	6	to	to	ADP
easat-6939	187	7	user	user	NOUN
easat-6939	187	8	's	's	PART
easat-6939	187	9	email	email	NOUN
easat-6939	187	10	/	/	SYM
easat-6939	187	11	phone	phone	NOUN
easat-6939	187	12	.	.	PUNCT
easat-6939	188	1	3	3	X
easat-6939	188	2	.	.	X
easat-6939	188	3	verify	verify	VERB
easat-6939	188	4	otp	otp	INTJ
easat-6939	188	5	:	:	PUNCT
easat-6939	188	6	•	•	NUM
easat-6939	188	7	user	user	NOUN
easat-6939	188	8	inputs	input	VERB
easat-6939	188	9	otp	otp	PROPN
easat-6939	188	10	.	.	PROPN
easat-6939	188	11	•	•	NUM
easat-6939	188	12	system	system	NOUN
easat-6939	188	13	verifies	verifie	NOUN
easat-6939	188	14	otp	otp	INTJ
easat-6939	188	15	.	.	PUNCT
easat-6939	188	16	v(otpu	v(otpu	PROPN
easat-6939	188	17	)	)	PUNCT
easat-6939	188	18	if	if	SCONJ
easat-6939	188	19	v(otpu)=1	v(otpu)=1	NOUN
easat-6939	188	20	,	,	PUNCT
easat-6939	188	21	access	access	NOUN
easat-6939	188	22	is	be	AUX
easat-6939	188	23	granted	grant	VERB
easat-6939	188	24	.	.	PUNCT
easat-6939	189	1	c.	c.	PROPN
easat-6939	189	2	dcmr	dcmr	ADJ
easat-6939	189	3	system	system	NOUN
easat-6939	189	4	access	access	NOUN
easat-6939	189	5	1	1	NUM
easat-6939	189	6	.	.	PUNCT
easat-6939	190	1	query	query	NOUN
easat-6939	190	2	embedding	embed	VERB
easat-6939	190	3	:	:	PUNCT
easat-6939	190	4	•	•	NUM
easat-6939	190	5	user	user	NOUN
easat-6939	190	6	submits	submit	VERB
easat-6939	190	7	a	a	DET
easat-6939	190	8	text	text	NOUN
easat-6939	190	9	or	or	CCONJ
easat-6939	190	10	image	image	NOUN
easat-6939	190	11	query	query	NOUN
easat-6939	190	12	.	.	PUNCT
easat-6939	191	1	•	•	ADV
easat-6939	191	2	encode	encode	ADJ
easat-6939	191	3	and	and	CCONJ
easat-6939	191	4	project	project	VERB
easat-6939	191	5	the	the	DET
easat-6939	191	6	query	query	NOUN
easat-6939	191	7	:	:	PUNCT
easat-6939	191	8	q	q	X
easat-6939	191	9	=	=	SYM
easat-6939	191	10	et(query	et(query	NOUN
easat-6939	191	11	)	)	PUNCT
easat-6939	191	12	q′=ft(q	q′=ft(q	X
easat-6939	191	13	)	)	PUNCT
easat-6939	191	14	2	2	NUM
easat-6939	191	15	.	.	X
easat-6939	191	16	retrieve	retrieve	VERB
easat-6939	191	17	similar	similar	ADJ
easat-6939	191	18	items	item	NOUN
easat-6939	191	19	:	:	PUNCT
easat-6939	191	20	•	•	NUM
easat-6939	191	21	compute	compute	NOUN
easat-6939	191	22	similarity	similarity	NOUN
easat-6939	191	23	between	between	ADP
easat-6939	191	24	the	the	DET
easat-6939	191	25	query	query	NOUN
easat-6939	191	26	and	and	CCONJ
easat-6939	191	27	all	all	DET
easat-6939	191	28	items	item	NOUN
easat-6939	191	29	in	in	ADP
easat-6939	191	30	the	the	DET
easat-6939	191	31	database	database	NOUN
easat-6939	191	32	.	.	PUNCT
easat-6939	192	1	s(q′,ik′	s(q′,ik′	NOUN
easat-6939	192	2	)	)	PUNCT
easat-6939	192	3	565	565	NUM
easat-6939	192	4	edelweiss	edelweiss	PROPN
easat-6939	192	5	applied	apply	VERB
easat-6939	192	6	science	science	NOUN
easat-6939	192	7	and	and	CCONJ
easat-6939	192	8	technology	technology	NOUN
easat-6939	192	9	issn	issn	PROPN
easat-6939	192	10	:	:	PUNCT
easat-6939	192	11	2576	2576	NUM
easat-6939	192	12	-	-	SYM
easat-6939	192	13	8484	8484	NUM
easat-6939	192	14	vol	vol	NOUN
easat-6939	192	15	.	.	PROPN
easat-6939	193	1	9	9	NUM
easat-6939	193	2	,	,	PUNCT
easat-6939	193	3	no	no	INTJ
easat-6939	193	4	.	.	NOUN
easat-6939	193	5	5	5	NUM
easat-6939	193	6	:	:	SYM
easat-6939	193	7	554	554	NUM
easat-6939	193	8	-	-	SYM
easat-6939	193	9	571	571	NUM
easat-6939	193	10	,	,	PUNCT
easat-6939	193	11	2025	2025	NUM
easat-6939	193	12	doi	doi	NOUN
easat-6939	193	13	:	:	PUNCT
easat-6939	193	14	10.55214/25768484.v9i5.6939	10.55214/25768484.v9i5.6939	PROPN
easat-6939	194	1	©	©	PROPN
easat-6939	194	2	2025	2025	NUM
easat-6939	194	3	by	by	ADP
easat-6939	194	4	the	the	DET
easat-6939	194	5	authors	author	NOUN
easat-6939	194	6	;	;	PUNCT
easat-6939	194	7	licensee	licensee	PROPN
easat-6939	194	8	learning	learning	NOUN
easat-6939	194	9	gate	gate	VERB
easat-6939	194	10	•	•	ADP
easat-6939	194	11	retrieve	retrieve	VERB
easat-6939	194	12	top	top	ADJ
easat-6939	194	13	-	-	PUNCT
easat-6939	194	14	k	k	NOUN
easat-6939	194	15	similar	similar	ADJ
easat-6939	194	16	items	item	NOUN
easat-6939	194	17	.	.	PUNCT
easat-6939	195	1	3.6	3.6	NUM
easat-6939	195	2	.	.	PUNCT
easat-6939	196	1	dataset	dataset	VERB
easat-6939	196	2	3.6.1	3.6.1	NUM
easat-6939	196	3	.	.	PUNCT
easat-6939	197	1	mmu	mmu	PROPN
easat-6939	197	2	iris	iris	NOUN
easat-6939	197	3	dataset	dataset	PROPN
easat-6939	197	4	multimedia	multimedia	PROPN
easat-6939	197	5	university	university	PROPN
easat-6939	197	6	(	(	PUNCT
easat-6939	197	7	mmu1	mmu1	PROPN
easat-6939	197	8	)	)	PUNCT
easat-6939	197	9	this	this	DET
easat-6939	197	10	database	database	NOUN
easat-6939	197	11	is	be	AUX
easat-6939	197	12	a	a	DET
easat-6939	197	13	public	public	ADJ
easat-6939	197	14	database	database	NOUN
easat-6939	197	15	consisting	consist	VERB
easat-6939	197	16	of	of	ADP
easat-6939	197	17	eye	eye	NOUN
easat-6939	197	18	images	image	NOUN
easat-6939	197	19	for	for	ADP
easat-6939	197	20	training	training	NOUN
easat-6939	197	21	models	model	NOUN
easat-6939	197	22	of	of	ADP
easat-6939	197	23	iris	iris	NOUN
easat-6939	197	24	based	base	VERB
easat-6939	197	25	biometric	biometric	ADJ
easat-6939	197	26	attendance	attendance	NOUN
easat-6939	197	27	system	system	NOUN
easat-6939	197	28	.	.	PUNCT
easat-6939	198	1	iris	iris	NOUN
easat-6939	198	2	patterns	pattern	NOUN
easat-6939	198	3	for	for	ADP
easat-6939	198	4	each	each	DET
easat-6939	198	5	eye	eye	NOUN
easat-6939	198	6	are	be	AUX
easat-6939	198	7	unique	unique	ADJ
easat-6939	198	8	for	for	ADP
easat-6939	198	9	every	every	DET
easat-6939	198	10	individual	individual	NOUN
easat-6939	198	11	and	and	CCONJ
easat-6939	198	12	this	this	PRON
easat-6939	198	13	is	be	AUX
easat-6939	198	14	helpful	helpful	ADJ
easat-6939	198	15	in	in	ADP
easat-6939	198	16	identifying	identify	VERB
easat-6939	198	17	an	an	DET
easat-6939	198	18	individual	individual	NOUN
easat-6939	198	19	.	.	PUNCT
easat-6939	199	1	this	this	DET
easat-6939	199	2	dataset	dataset	NOUN
easat-6939	199	3	consist	consist	NOUN
easat-6939	199	4	of	of	ADP
easat-6939	199	5	both	both	DET
easat-6939	199	6	5	5	NUM
easat-6939	199	7	images	image	NOUN
easat-6939	199	8	each	each	PRON
easat-6939	199	9	of	of	ADP
easat-6939	199	10	left	left	ADJ
easat-6939	199	11	and	and	CCONJ
easat-6939	199	12	right	right	ADJ
easat-6939	199	13	iris	iris	NOUN
easat-6939	199	14	of	of	ADP
easat-6939	199	15	46	46	NUM
easat-6939	199	16	persons	person	NOUN
easat-6939	199	17	,	,	PUNCT
easat-6939	199	18	totalling	total	VERB
easat-6939	199	19	460	460	NUM
easat-6939	199	20	images	image	NOUN
easat-6939	199	21	along	along	ADP
easat-6939	199	22	with	with	ADP
easat-6939	199	23	few	few	ADJ
easat-6939	199	24	empty	empty	ADJ
easat-6939	199	25	files	file	NOUN
easat-6939	199	26	.	.	PUNCT
easat-6939	200	1	iris	iris	NOUN
easat-6939	200	2	segmentation	segmentation	NOUN
easat-6939	200	3	can	can	AUX
easat-6939	200	4	be	be	AUX
easat-6939	200	5	performed	perform	VERB
easat-6939	200	6	for	for	ADP
easat-6939	200	7	individual	individual	ADJ
easat-6939	200	8	identification	identification	NOUN
easat-6939	200	9	/	/	SYM
easat-6939	200	10	classifying	classify	VERB
easat-6939	200	11	an	an	DET
easat-6939	200	12	iris	iris	NOUN
easat-6939	200	13	image	image	NOUN
easat-6939	200	14	according	accord	VERB
easat-6939	200	15	to	to	ADP
easat-6939	200	16	saved	save	VERB
easat-6939	200	17	data	data	NOUN
easat-6939	200	18	base	base	NOUN
easat-6939	200	19	.	.	PUNCT
easat-6939	201	1	3.6.2	3.6.2	X
easat-6939	201	2	.	.	PUNCT
easat-6939	201	3	sokoto	sokoto	PROPN
easat-6939	201	4	coventry	coventry	PROPN
easat-6939	201	5	fingerprint	fingerprint	NOUN
easat-6939	201	6	dataset	dataset	PROPN
easat-6939	201	7	(	(	PUNCT
easat-6939	201	8	socofing	socofing	NOUN
easat-6939	201	9	)	)	PUNCT
easat-6939	201	10	sokoto	sokoto	PROPN
easat-6939	201	11	coventry	coventry	PROPN
easat-6939	201	12	fingerprint	fingerprint	NOUN
easat-6939	201	13	dataset	dataset	PROPN
easat-6939	201	14	(	(	PUNCT
easat-6939	201	15	socofing	socofing	NOUN
easat-6939	201	16	)	)	PUNCT
easat-6939	201	17	is	be	AUX
easat-6939	201	18	a	a	DET
easat-6939	201	19	biometric	biometric	ADJ
easat-6939	201	20	fingerprint	fingerprint	NOUN
easat-6939	201	21	database	database	NOUN
easat-6939	201	22	designed	design	VERB
easat-6939	201	23	for	for	ADP
easat-6939	201	24	academic	academic	ADJ
easat-6939	201	25	research	research	NOUN
easat-6939	201	26	purposes	purpose	NOUN
easat-6939	201	27	.	.	PUNCT
easat-6939	202	1	socofing	socofing	NOUN
easat-6939	202	2	is	be	AUX
easat-6939	202	3	made	make	VERB
easat-6939	202	4	up	up	ADP
easat-6939	202	5	of	of	ADP
easat-6939	202	6	6,000	6,000	NUM
easat-6939	202	7	fingerprint	fingerprint	NOUN
easat-6939	202	8	images	image	NOUN
easat-6939	202	9	from	from	ADP
easat-6939	202	10	600	600	NUM
easat-6939	202	11	african	african	ADJ
easat-6939	202	12	subjects	subject	NOUN
easat-6939	202	13	and	and	CCONJ
easat-6939	202	14	contains	contain	VERB
easat-6939	202	15	unique	unique	ADJ
easat-6939	202	16	attributes	attribute	NOUN
easat-6939	202	17	such	such	ADJ
easat-6939	202	18	as	as	ADP
easat-6939	202	19	labels	label	NOUN
easat-6939	202	20	for	for	ADP
easat-6939	202	21	gender	gender	NOUN
easat-6939	202	22	,	,	PUNCT
easat-6939	202	23	hand	hand	NOUN
easat-6939	202	24	and	and	CCONJ
easat-6939	202	25	finger	finger	NOUN
easat-6939	202	26	name	name	NOUN
easat-6939	202	27	as	as	ADV
easat-6939	202	28	well	well	ADV
easat-6939	202	29	as	as	ADP
easat-6939	202	30	synthetically	synthetically	ADV
easat-6939	202	31	altered	alter	VERB
easat-6939	202	32	versions	version	NOUN
easat-6939	202	33	with	with	ADP
easat-6939	202	34	three	three	NUM
easat-6939	202	35	different	different	ADJ
easat-6939	202	36	levels	level	NOUN
easat-6939	202	37	of	of	ADP
easat-6939	202	38	alteration	alteration	NOUN
easat-6939	202	39	for	for	ADP
easat-6939	202	40	obliteration	obliteration	NOUN
easat-6939	202	41	,	,	PUNCT
easat-6939	202	42	central	central	ADJ
easat-6939	202	43	rotation	rotation	NOUN
easat-6939	202	44	,	,	PUNCT
easat-6939	202	45	and	and	CCONJ
easat-6939	202	46	z	z	X
easat-6939	202	47	-	-	PUNCT
easat-6939	202	48	cut	cut	VERB
easat-6939	202	49	.	.	PUNCT
easat-6939	203	1	for	for	ADP
easat-6939	203	2	a	a	DET
easat-6939	203	3	complete	complete	ADJ
easat-6939	203	4	formal	formal	ADJ
easat-6939	203	5	description	description	NOUN
easat-6939	203	6	and	and	CCONJ
easat-6939	203	7	usage	usage	NOUN
easat-6939	203	8	policy	policy	NOUN
easat-6939	203	9	please	please	INTJ
easat-6939	203	10	refer	refer	VERB
easat-6939	203	11	to	to	ADP
easat-6939	203	12	the	the	DET
easat-6939	203	13	following	follow	VERB
easat-6939	203	14	paper	paper	NOUN
easat-6939	203	15	:	:	PUNCT
easat-6939	203	16	https://arxiv.org/abs/1807.10609	https://arxiv.org/abs/1807.10609	PROPN
easat-6939	203	17	olivetti	olivetti	PROPN
easat-6939	203	18	dataset	dataset	PROPN
easat-6939	203	19	:	:	PUNCT
easat-6939	203	20	there	there	PRON
easat-6939	203	21	are	be	VERB
easat-6939	203	22	ten	ten	NUM
easat-6939	203	23	different	different	ADJ
easat-6939	203	24	images	image	NOUN
easat-6939	203	25	of	of	ADP
easat-6939	203	26	each	each	PRON
easat-6939	203	27	of	of	ADP
easat-6939	203	28	40	40	NUM
easat-6939	203	29	distinct	distinct	ADJ
easat-6939	203	30	people	people	NOUN
easat-6939	203	31	.	.	PUNCT
easat-6939	204	1	there	there	PRON
easat-6939	204	2	are	be	VERB
easat-6939	204	3	400	400	NUM
easat-6939	204	4	face	face	NOUN
easat-6939	204	5	images	image	NOUN
easat-6939	204	6	in	in	ADP
easat-6939	204	7	the	the	DET
easat-6939	204	8	dataset	dataset	NOUN
easat-6939	204	9	.	.	PUNCT
easat-6939	205	1	face	face	NOUN
easat-6939	205	2	images	image	NOUN
easat-6939	205	3	were	be	AUX
easat-6939	205	4	taken	take	VERB
easat-6939	205	5	at	at	ADP
easat-6939	205	6	different	different	ADJ
easat-6939	205	7	times	time	NOUN
easat-6939	205	8	,	,	PUNCT
easat-6939	205	9	variying	variye	VERB
easat-6939	205	10	ligthing	ligthing	NOUN
easat-6939	205	11	,	,	PUNCT
easat-6939	205	12	facial	facial	ADJ
easat-6939	205	13	express	express	ADJ
easat-6939	205	14	and	and	CCONJ
easat-6939	205	15	facial	facial	ADJ
easat-6939	205	16	detail	detail	NOUN
easat-6939	205	17	.	.	PUNCT
easat-6939	206	1	all	all	DET
easat-6939	206	2	face	face	NOUN
easat-6939	206	3	images	image	NOUN
easat-6939	206	4	have	have	VERB
easat-6939	206	5	black	black	ADJ
easat-6939	206	6	background	background	NOUN
easat-6939	206	7	.	.	PUNCT
easat-6939	207	1	the	the	DET
easat-6939	207	2	images	image	NOUN
easat-6939	207	3	are	be	AUX
easat-6939	207	4	gray	gray	ADJ
easat-6939	207	5	level	level	NOUN
easat-6939	207	6	size	size	NOUN
easat-6939	207	7	of	of	ADP
easat-6939	207	8	each	each	DET
easat-6939	207	9	image	image	NOUN
easat-6939	207	10	is	be	AUX
easat-6939	207	11	64x64	64x64	NUM
easat-6939	207	12	.	.	PUNCT
easat-6939	208	1	image	image	NOUN
easat-6939	208	2	pixel	pixel	PROPN
easat-6939	208	3	values	value	NOUN
easat-6939	208	4	were	be	AUX
easat-6939	208	5	scaled	scale	VERB
easat-6939	208	6	to	to	ADP
easat-6939	208	7	[	[	X
easat-6939	208	8	0	0	NUM
easat-6939	208	9	,	,	PUNCT
easat-6939	208	10	1	1	NUM
easat-6939	208	11	]	]	PUNCT
easat-6939	208	12	interval	interval	NOUN
easat-6939	208	13	.	.	PUNCT
easat-6939	209	1	figure	figure	NOUN
easat-6939	209	2	6	6	NUM
easat-6939	209	3	shows	show	VERB
easat-6939	209	4	the	the	DET
easat-6939	209	5	sample	sample	NOUN
easat-6939	209	6	dataset	dataset	VERB
easat-6939	209	7	for	for	ADP
easat-6939	209	8	the	the	DET
easat-6939	209	9	proposed	propose	VERB
easat-6939	209	10	work	work	NOUN
easat-6939	209	11	.	.	PUNCT
easat-6939	210	1	https://www.kaggle.com/datasets/ruizgara/socofing	https://www.kaggle.com/datasets/ruizgara/socofe	VERB
easat-6939	210	2	https://www.kaggle.com/datasets/ruizgara/socofing	https://www.kaggle.com/datasets/ruizgara/socofe	VERB
easat-6939	210	3	https://arxiv.org/abs/1807.10609	https://arxiv.org/abs/1807.10609	PROPN
easat-6939	210	4	566	566	NUM
easat-6939	210	5	edelweiss	edelweiss	PROPN
easat-6939	210	6	applied	apply	VERB
easat-6939	210	7	science	science	NOUN
easat-6939	210	8	and	and	CCONJ
easat-6939	210	9	technology	technology	NOUN
easat-6939	210	10	issn	issn	PROPN
easat-6939	210	11	:	:	PUNCT
easat-6939	210	12	2576	2576	NUM
easat-6939	210	13	-	-	SYM
easat-6939	210	14	8484	8484	NUM
easat-6939	210	15	vol	vol	NOUN
easat-6939	210	16	.	.	PROPN
easat-6939	211	1	9	9	NUM
easat-6939	211	2	,	,	PUNCT
easat-6939	211	3	no	no	INTJ
easat-6939	211	4	.	.	NOUN
easat-6939	211	5	5	5	NUM
easat-6939	211	6	:	:	SYM
easat-6939	211	7	554	554	NUM
easat-6939	211	8	-	-	SYM
easat-6939	211	9	571	571	NUM
easat-6939	211	10	,	,	PUNCT
easat-6939	211	11	2025	2025	NUM
easat-6939	211	12	doi	doi	NOUN
easat-6939	211	13	:	:	PUNCT
easat-6939	211	14	10.55214/25768484.v9i5.6939	10.55214/25768484.v9i5.6939	PROPN
easat-6939	212	1	©	©	PROPN
easat-6939	212	2	2025	2025	NUM
easat-6939	212	3	by	by	ADP
easat-6939	212	4	the	the	DET
easat-6939	212	5	authors	author	NOUN
easat-6939	212	6	;	;	PUNCT
easat-6939	212	7	licensee	licensee	PROPN
easat-6939	212	8	learning	learn	VERB
easat-6939	212	9	gate	gate	PROPN
easat-6939	212	10	figure	figure	NOUN
easat-6939	212	11	6	6	NUM
easat-6939	212	12	.	.	PUNCT
easat-6939	213	1	sample	sample	NOUN
easat-6939	213	2	dataset	dataset	NOUN
easat-6939	213	3	(	(	PUNCT
easat-6939	213	4	a	a	X
easat-6939	213	5	)	)	PUNCT
easat-6939	213	6	olivetti	olivetti	PROPN
easat-6939	213	7	dataset	dataset	NOUN
easat-6939	213	8	(	(	PUNCT
easat-6939	213	9	b	b	NOUN
easat-6939	213	10	)	)	PUNCT
easat-6939	213	11	mmu	mmu	ADJ
easat-6939	213	12	iris	iris	NOUN
easat-6939	213	13	dataset	dataset	NOUN
easat-6939	213	14	(	(	PUNCT
easat-6939	213	15	c	c	NOUN
easat-6939	213	16	)	)	PUNCT
easat-6939	213	17	sokoto	sokoto	PROPN
easat-6939	213	18	coventry	coventry	PROPN
easat-6939	213	19	fingerprint	fingerprint	NOUN
easat-6939	213	20	dataset	dataset	PROPN
easat-6939	213	21	.	.	PUNCT
easat-6939	214	1	4	4	X
easat-6939	214	2	.	.	X
easat-6939	214	3	results	result	NOUN
easat-6939	214	4	and	and	CCONJ
easat-6939	214	5	discussion	discussion	NOUN
easat-6939	214	6	the	the	DET
easat-6939	214	7	proposed	propose	VERB
easat-6939	214	8	work	work	NOUN
easat-6939	214	9	is	be	AUX
easat-6939	214	10	implemented	implement	VERB
easat-6939	214	11	with	with	ADP
easat-6939	214	12	the	the	DET
easat-6939	214	13	matlab2024b	matlab2024b	NOUN
easat-6939	214	14	for	for	ADP
easat-6939	214	15	image	image	NOUN
easat-6939	214	16	processing	processing	NOUN
easat-6939	214	17	.	.	PUNCT
easat-6939	215	1	the	the	DET
easat-6939	215	2	table	table	NOUN
easat-6939	215	3	below	below	ADP
easat-6939	215	4	summarizes	summarize	NOUN
easat-6939	215	5	the	the	DET
easat-6939	215	6	performance	performance	NOUN
easat-6939	215	7	metrics	metric	NOUN
easat-6939	215	8	—	—	PUNCT
easat-6939	215	9	precision	precision	NOUN
easat-6939	215	10	,	,	PUNCT
easat-6939	215	11	recall	recall	NOUN
easat-6939	215	12	,	,	PUNCT
easat-6939	215	13	and	and	CCONJ
easat-6939	215	14	f1	f1	NOUN
easat-6939	215	15	-	-	PUNCT
easat-6939	215	16	score	score	NOUN
easat-6939	215	17	—	—	PUNCT
easat-6939	215	18	of	of	ADP
easat-6939	215	19	the	the	DET
easat-6939	215	20	proposed	propose	VERB
easat-6939	215	21	multimodal	multimodal	ADJ
easat-6939	215	22	biometric	biometric	ADJ
easat-6939	215	23	authentication	authentication	NOUN
easat-6939	215	24	technique	technique	NOUN
easat-6939	215	25	compared	compare	VERB
easat-6939	215	26	to	to	ADP
easat-6939	215	27	traditional	traditional	ADJ
easat-6939	215	28	classifiers	classifier	NOUN
easat-6939	215	29	:	:	PUNCT
easat-6939	215	30	support	support	NOUN
easat-6939	215	31	vector	vector	NOUN
easat-6939	215	32	machines	machine	NOUN
easat-6939	215	33	(	(	PUNCT
easat-6939	215	34	svm	svm	PROPN
easat-6939	215	35	)	)	PUNCT
easat-6939	215	36	,	,	PUNCT
easat-6939	215	37	random	random	ADJ
easat-6939	215	38	forest	forest	NOUN
easat-6939	215	39	,	,	PUNCT
easat-6939	215	40	decision	decision	NOUN
easat-6939	215	41	tree	tree	NOUN
easat-6939	215	42	,	,	PUNCT
easat-6939	215	43	and	and	CCONJ
easat-6939	215	44	k	k	X
easat-6939	215	45	-	-	PUNCT
easat-6939	215	46	nearest	near	ADJ
easat-6939	215	47	neighbors	neighbor	NOUN
easat-6939	215	48	(	(	PUNCT
easat-6939	215	49	knn	knn	PROPN
easat-6939	215	50	)	)	PUNCT
easat-6939	215	51	.	.	PUNCT
easat-6939	216	1	each	each	DET
easat-6939	216	2	metric	metric	NOUN
easat-6939	216	3	provides	provide	VERB
easat-6939	216	4	insights	insight	NOUN
easat-6939	216	5	into	into	ADP
easat-6939	216	6	567	567	NUM
easat-6939	216	7	edelweiss	edelweiss	PROPN
easat-6939	216	8	applied	apply	VERB
easat-6939	216	9	science	science	NOUN
easat-6939	216	10	and	and	CCONJ
easat-6939	216	11	technology	technology	NOUN
easat-6939	216	12	issn	issn	PROPN
easat-6939	216	13	:	:	PUNCT
easat-6939	216	14	2576	2576	NUM
easat-6939	216	15	-	-	SYM
easat-6939	216	16	8484	8484	NUM
easat-6939	216	17	vol	vol	NOUN
easat-6939	216	18	.	.	PROPN
easat-6939	217	1	9	9	NUM
easat-6939	217	2	,	,	PUNCT
easat-6939	217	3	no	no	INTJ
easat-6939	217	4	.	.	NOUN
easat-6939	217	5	5	5	NUM
easat-6939	217	6	:	:	SYM
easat-6939	217	7	554	554	NUM
easat-6939	217	8	-	-	SYM
easat-6939	217	9	571	571	NUM
easat-6939	217	10	,	,	PUNCT
easat-6939	217	11	2025	2025	NUM
easat-6939	217	12	doi	doi	NOUN
easat-6939	217	13	:	:	PUNCT
easat-6939	217	14	10.55214/25768484.v9i5.6939	10.55214/25768484.v9i5.6939	PROPN
easat-6939	218	1	©	©	PROPN
easat-6939	218	2	2025	2025	NUM
easat-6939	218	3	by	by	ADP
easat-6939	218	4	the	the	DET
easat-6939	218	5	authors	author	NOUN
easat-6939	218	6	;	;	PUNCT
easat-6939	218	7	licensee	licensee	PROPN
easat-6939	218	8	learning	learning	NOUN
easat-6939	218	9	gate	gate	VERB
easat-6939	218	10	the	the	DET
easat-6939	218	11	effectiveness	effectiveness	NOUN
easat-6939	218	12	of	of	ADP
easat-6939	218	13	the	the	DET
easat-6939	218	14	authentication	authentication	NOUN
easat-6939	218	15	systems	system	NOUN
easat-6939	218	16	in	in	ADP
easat-6939	218	17	correctly	correctly	ADV
easat-6939	218	18	identifying	identify	VERB
easat-6939	218	19	legitimate	legitimate	ADJ
easat-6939	218	20	users	user	NOUN
easat-6939	218	21	while	while	SCONJ
easat-6939	218	22	minimizing	minimize	VERB
easat-6939	218	23	false	false	ADJ
easat-6939	218	24	positives	positive	NOUN
easat-6939	218	25	and	and	CCONJ
easat-6939	218	26	negatives	negative	NOUN
easat-6939	218	27	.	.	PUNCT
easat-6939	219	1	table	table	NOUN
easat-6939	219	2	1	1	NUM
easat-6939	219	3	.	.	PUNCT
easat-6939	220	1	performance	performance	NOUN
easat-6939	220	2	analysis	analysis	NOUN
easat-6939	220	3	of	of	ADP
easat-6939	220	4	the	the	DET
easat-6939	220	5	proposed	propose	VERB
easat-6939	220	6	method	method	NOUN
easat-6939	220	7	.	.	PUNCT
easat-6939	221	1	classifier	classifier	NOUN
easat-6939	221	2	recognition	recognition	PROPN
easat-6939	221	3	rate	rate	NOUN
easat-6939	221	4	precision	precision	NOUN
easat-6939	221	5	recall	recall	NOUN
easat-6939	221	6	f1	f1	NOUN
easat-6939	221	7	-	-	PUNCT
easat-6939	221	8	score	score	NOUN
easat-6939	221	9	proposed	propose	VERB
easat-6939	221	10	method	method	NOUN
easat-6939	221	11	99.2	99.2	NUM
easat-6939	221	12	%	%	NOUN
easat-6939	221	13	99.5	99.5	NUM
easat-6939	221	14	%	%	NOUN
easat-6939	221	15	99.2	99.2	NUM
easat-6939	221	16	%	%	NOUN
easat-6939	221	17	99.4	99.4	NUM
easat-6939	221	18	%	%	NOUN
easat-6939	221	19	svm	svm	NOUN
easat-6939	221	20	[	[	X
easat-6939	221	21	28	28	NUM
easat-6939	221	22	]	]	PUNCT
easat-6939	221	23	92.0	92.0	NUM
easat-6939	221	24	%	%	NOUN
easat-6939	221	25	94.5	94.5	NUM
easat-6939	221	26	%	%	NOUN
easat-6939	221	27	93.0	93.0	NUM
easat-6939	221	28	%	%	NOUN
easat-6939	221	29	93.7	93.7	NUM
easat-6939	221	30	%	%	NOUN
easat-6939	221	31	random	random	ADJ
easat-6939	221	32	forest	forest	NOUN
easat-6939	222	1	[	[	X
easat-6939	222	2	34	34	NUM
easat-6939	222	3	]	]	SYM
easat-6939	222	4	94.5	94.5	NUM
easat-6939	222	5	%	%	NOUN
easat-6939	222	6	95.2	95.2	NUM
easat-6939	222	7	%	%	NOUN
easat-6939	222	8	94.0	94.0	NUM
easat-6939	222	9	%	%	NOUN
easat-6939	222	10	94.6	94.6	NUM
easat-6939	222	11	%	%	NOUN
easat-6939	222	12	decision	decision	NOUN
easat-6939	222	13	tree	tree	NOUN
easat-6939	223	1	[	[	X
easat-6939	223	2	31	31	NUM
easat-6939	223	3	]	]	PUNCT
easat-6939	223	4	87.0	87.0	NUM
easat-6939	223	5	%	%	NOUN
easat-6939	223	6	89.8	89.8	NUM
easat-6939	223	7	%	%	NOUN
easat-6939	223	8	88.5	88.5	NUM
easat-6939	223	9	%	%	NOUN
easat-6939	223	10	89.1	89.1	NUM
easat-6939	223	11	%	%	NOUN
easat-6939	223	12	k	k	NOUN
easat-6939	223	13	-	-	PUNCT
easat-6939	223	14	nearest	near	ADJ
easat-6939	223	15	neighbors	neighbor	NOUN
easat-6939	223	16	[	[	X
easat-6939	223	17	33	33	NUM
easat-6939	223	18	]	]	SYM
easat-6939	223	19	90.5	90.5	NUM
easat-6939	223	20	%	%	NOUN
easat-6939	223	21	91.0	91.0	NUM
easat-6939	223	22	%	%	NOUN
easat-6939	223	23	90.0	90.0	NUM
easat-6939	223	24	%	%	NOUN
easat-6939	223	25	90.5	90.5	NUM
easat-6939	223	26	%	%	NOUN
easat-6939	223	27	figure	figure	NOUN
easat-6939	223	28	7	7	NUM
easat-6939	223	29	.	.	PUNCT
easat-6939	224	1	performance	performance	NOUN
easat-6939	224	2	analysis	analysis	NOUN
easat-6939	224	3	of	of	ADP
easat-6939	224	4	proposed	propose	VERB
easat-6939	224	5	method	method	NOUN
easat-6939	224	6	.	.	PUNCT
easat-6939	225	1	table	table	NOUN
easat-6939	225	2	1	1	NUM
easat-6939	225	3	and	and	CCONJ
easat-6939	225	4	figure	figure	VERB
easat-6939	225	5	7	7	NUM
easat-6939	225	6	shows	show	VERB
easat-6939	225	7	that	that	SCONJ
easat-6939	225	8	the	the	DET
easat-6939	225	9	proposed	propose	VERB
easat-6939	225	10	method	method	NOUN
easat-6939	225	11	achieved	achieve	VERB
easat-6939	225	12	a	a	DET
easat-6939	225	13	precision	precision	NOUN
easat-6939	225	14	of	of	ADP
easat-6939	225	15	99.5	99.5	NUM
easat-6939	225	16	%	%	NOUN
easat-6939	225	17	,	,	PUNCT
easat-6939	225	18	indicating	indicate	VERB
easat-6939	225	19	that	that	SCONJ
easat-6939	225	20	nearly	nearly	ADV
easat-6939	225	21	all	all	PRON
easat-6939	225	22	positive	positive	ADJ
easat-6939	225	23	identifications	identification	NOUN
easat-6939	225	24	were	be	AUX
easat-6939	225	25	correct	correct	ADJ
easat-6939	225	26	,	,	PUNCT
easat-6939	225	27	demonstrating	demonstrate	VERB
easat-6939	225	28	high	high	ADJ
easat-6939	225	29	confidence	confidence	NOUN
easat-6939	225	30	in	in	ADP
easat-6939	225	31	the	the	DET
easat-6939	225	32	model	model	NOUN
easat-6939	225	33	’s	’s	PART
easat-6939	225	34	predictions	prediction	NOUN
easat-6939	225	35	.	.	PUNCT
easat-6939	226	1	in	in	ADP
easat-6939	226	2	contrast	contrast	NOUN
easat-6939	226	3	,	,	PUNCT
easat-6939	226	4	the	the	DET
easat-6939	226	5	svm	svm	PROPN
easat-6939	226	6	classifier	classifier	NOUN
easat-6939	226	7	had	have	VERB
easat-6939	226	8	a	a	DET
easat-6939	226	9	precision	precision	NOUN
easat-6939	226	10	of	of	ADP
easat-6939	226	11	94.5	94.5	NUM
easat-6939	226	12	%	%	NOUN
easat-6939	226	13	,	,	PUNCT
easat-6939	226	14	showing	show	VERB
easat-6939	226	15	that	that	SCONJ
easat-6939	226	16	it	it	PRON
easat-6939	226	17	made	make	VERB
easat-6939	226	18	more	more	ADV
easat-6939	226	19	erroneous	erroneous	ADJ
easat-6939	226	20	positive	positive	ADJ
easat-6939	226	21	predictions	prediction	NOUN
easat-6939	226	22	than	than	ADP
easat-6939	226	23	the	the	DET
easat-6939	226	24	proposed	propose	VERB
easat-6939	226	25	method	method	NOUN
easat-6939	226	26	.	.	PUNCT
easat-6939	227	1	the	the	DET
easat-6939	227	2	random	random	ADJ
easat-6939	227	3	forest	forest	NOUN
easat-6939	227	4	classifier	classifier	NOUN
easat-6939	227	5	performed	perform	VERB
easat-6939	227	6	slightly	slightly	ADV
easat-6939	227	7	better	well	ADJ
easat-6939	227	8	than	than	SCONJ
easat-6939	227	9	svm	svm	VERB
easat-6939	227	10	at	at	ADP
easat-6939	227	11	95.2	95.2	NUM
easat-6939	227	12	%	%	NOUN
easat-6939	227	13	,	,	PUNCT
easat-6939	227	14	while	while	SCONJ
easat-6939	227	15	the	the	DET
easat-6939	227	16	decision	decision	NOUN
easat-6939	227	17	tree	tree	NOUN
easat-6939	227	18	and	and	CCONJ
easat-6939	227	19	knn	knn	PROPN
easat-6939	227	20	classifiers	classifier	NOUN
easat-6939	227	21	lagged	lag	VERB
easat-6939	227	22	behind	behind	ADV
easat-6939	227	23	,	,	PUNCT
easat-6939	227	24	achieving	achieve	VERB
easat-6939	227	25	precisions	precision	NOUN
easat-6939	227	26	of	of	ADP
easat-6939	227	27	89.8	89.8	NUM
easat-6939	227	28	%	%	NOUN
easat-6939	227	29	and	and	CCONJ
easat-6939	227	30	91.0	91.0	NUM
easat-6939	227	31	%	%	NOUN
easat-6939	227	32	,	,	PUNCT
easat-6939	227	33	respectively	respectively	ADV
easat-6939	227	34	.	.	PUNCT
easat-6939	228	1	the	the	DET
easat-6939	228	2	high	high	ADJ
easat-6939	228	3	precision	precision	NOUN
easat-6939	228	4	of	of	ADP
easat-6939	228	5	the	the	DET
easat-6939	228	6	proposed	propose	VERB
easat-6939	228	7	method	method	NOUN
easat-6939	228	8	implies	imply	VERB
easat-6939	228	9	it	it	PRON
easat-6939	228	10	is	be	AUX
easat-6939	228	11	effective	effective	ADJ
easat-6939	228	12	in	in	ADP
easat-6939	228	13	minimizing	minimize	VERB
easat-6939	228	14	false	false	ADJ
easat-6939	228	15	positives	positive	NOUN
easat-6939	228	16	,	,	PUNCT
easat-6939	228	17	which	which	PRON
easat-6939	228	18	is	be	AUX
easat-6939	228	19	crucial	crucial	ADJ
easat-6939	228	20	for	for	ADP
easat-6939	228	21	maintaining	maintain	VERB
easat-6939	228	22	user	user	NOUN
easat-6939	228	23	trust	trust	NOUN
easat-6939	228	24	in	in	ADP
easat-6939	228	25	biometric	biometric	ADJ
easat-6939	228	26	systems	system	NOUN
easat-6939	228	27	.	.	PUNCT
easat-6939	229	1	the	the	DET
easat-6939	229	2	proposed	propose	VERB
easat-6939	229	3	method	method	NOUN
easat-6939	229	4	's	's	PART
easat-6939	229	5	recall	recall	NOUN
easat-6939	229	6	of	of	ADP
easat-6939	229	7	99.2	99.2	NUM
easat-6939	229	8	%	%	NOUN
easat-6939	229	9	indicates	indicate	VERB
easat-6939	229	10	it	it	PRON
easat-6939	229	11	successfully	successfully	ADV
easat-6939	229	12	identified	identify	VERB
easat-6939	229	13	almost	almost	ADV
easat-6939	229	14	all	all	PRON
easat-6939	229	15	legitimate	legitimate	ADJ
easat-6939	229	16	users	user	NOUN
easat-6939	229	17	,	,	PUNCT
easat-6939	229	18	ensuring	ensure	VERB
easat-6939	229	19	minimal	minimal	ADJ
easat-6939	229	20	missed	miss	VERB
easat-6939	229	21	identifications	identification	NOUN
easat-6939	229	22	(	(	PUNCT
easat-6939	229	23	false	false	ADJ
easat-6939	229	24	negatives	negative	NOUN
easat-6939	229	25	)	)	PUNCT
easat-6939	229	26	.	.	PUNCT
easat-6939	230	1	svm	svm	PROPN
easat-6939	230	2	exhibited	exhibit	VERB
easat-6939	230	3	a	a	DET
easat-6939	230	4	recall	recall	NOUN
easat-6939	230	5	of	of	ADP
easat-6939	230	6	93.0	93.0	NUM
easat-6939	230	7	%	%	NOUN
easat-6939	230	8	,	,	PUNCT
easat-6939	230	9	and	and	CCONJ
easat-6939	230	10	random	random	ADJ
easat-6939	230	11	forest	forest	NOUN
easat-6939	230	12	achieved	achieve	VERB
easat-6939	230	13	94.0	94.0	NUM
easat-6939	230	14	%	%	NOUN
easat-6939	230	15	,	,	PUNCT
easat-6939	230	16	suggesting	suggest	VERB
easat-6939	230	17	these	these	DET
easat-6939	230	18	classifiers	classifier	NOUN
easat-6939	230	19	failed	fail	VERB
easat-6939	230	20	to	to	PART
easat-6939	230	21	identify	identify	VERB
easat-6939	230	22	a	a	DET
easat-6939	230	23	larger	large	ADJ
easat-6939	230	24	proportion	proportion	NOUN
easat-6939	230	25	of	of	ADP
easat-6939	230	26	true	true	ADJ
easat-6939	230	27	positives	positive	NOUN
easat-6939	230	28	compared	compare	VERB
easat-6939	230	29	to	to	ADP
easat-6939	230	30	the	the	DET
easat-6939	230	31	proposed	propose	VERB
easat-6939	230	32	method	method	NOUN
easat-6939	230	33	.	.	PUNCT
easat-6939	231	1	decision	decision	NOUN
easat-6939	231	2	tree	tree	NOUN
easat-6939	231	3	and	and	CCONJ
easat-6939	231	4	knn	knn	PROPN
easat-6939	231	5	recorded	record	VERB
easat-6939	231	6	lower	low	ADJ
easat-6939	231	7	recall	recall	NOUN
easat-6939	231	8	rates	rate	NOUN
easat-6939	231	9	at	at	ADP
easat-6939	231	10	88.5	88.5	NUM
easat-6939	231	11	%	%	NOUN
easat-6939	231	12	and	and	CCONJ
easat-6939	231	13	90.0	90.0	NUM
easat-6939	231	14	%	%	NOUN
easat-6939	231	15	,	,	PUNCT
easat-6939	231	16	respectively	respectively	ADV
easat-6939	231	17	,	,	PUNCT
easat-6939	231	18	highlighting	highlight	VERB
easat-6939	231	19	their	their	PRON
easat-6939	231	20	limitations	limitation	NOUN
easat-6939	231	21	in	in	ADP
easat-6939	231	22	recognizing	recognize	VERB
easat-6939	231	23	legitimate	legitimate	ADJ
easat-6939	231	24	users	user	NOUN
easat-6939	231	25	accurately	accurately	ADV
easat-6939	231	26	.	.	PUNCT
easat-6939	232	1	high	high	ADJ
easat-6939	232	2	recall	recall	NOUN
easat-6939	232	3	in	in	ADP
easat-6939	232	4	the	the	DET
easat-6939	232	5	proposed	propose	VERB
easat-6939	232	6	method	method	NOUN
easat-6939	232	7	underscores	underscore	VERB
easat-6939	232	8	its	its	PRON
easat-6939	232	9	effectiveness	effectiveness	NOUN
easat-6939	232	10	in	in	ADP
easat-6939	232	11	safeguarding	safeguard	VERB
easat-6939	232	12	against	against	ADP
easat-6939	232	13	unauthorized	unauthorized	ADJ
easat-6939	232	14	access	access	NOUN
easat-6939	232	15	by	by	ADP
easat-6939	232	16	ensuring	ensure	VERB
easat-6939	232	17	that	that	SCONJ
easat-6939	232	18	almost	almost	ADV
easat-6939	232	19	all	all	PRON
easat-6939	232	20	valid	valid	ADJ
easat-6939	232	21	users	user	NOUN
easat-6939	232	22	are	be	AUX
easat-6939	232	23	recognized	recognize	VERB
easat-6939	232	24	.	.	PUNCT
easat-6939	233	1	the	the	DET
easat-6939	233	2	proposed	propose	VERB
easat-6939	233	3	method	method	NOUN
easat-6939	233	4	boasts	boast	VERB
easat-6939	233	5	an	an	DET
easat-6939	233	6	f1	f1	NOUN
easat-6939	233	7	-	-	PUNCT
easat-6939	233	8	score	score	NOUN
easat-6939	233	9	of	of	ADP
easat-6939	233	10	99.4	99.4	NUM
easat-6939	233	11	%	%	NOUN
easat-6939	233	12	,	,	PUNCT
easat-6939	233	13	reflecting	reflect	VERB
easat-6939	233	14	its	its	PRON
easat-6939	233	15	superior	superior	ADJ
easat-6939	233	16	balance	balance	NOUN
easat-6939	233	17	between	between	ADP
easat-6939	233	18	precision	precision	NOUN
easat-6939	233	19	and	and	CCONJ
easat-6939	233	20	recall	recall	NOUN
easat-6939	233	21	.	.	PUNCT
easat-6939	234	1	this	this	PRON
easat-6939	234	2	demonstrates	demonstrate	VERB
easat-6939	234	3	its	its	PRON
easat-6939	234	4	overall	overall	ADJ
easat-6939	234	5	effectiveness	effectiveness	NOUN
easat-6939	234	6	in	in	ADP
easat-6939	234	7	authenticating	authenticate	VERB
easat-6939	234	8	users	user	NOUN
easat-6939	234	9	while	while	SCONJ
easat-6939	234	10	minimizing	minimize	VERB
easat-6939	234	11	both	both	DET
easat-6939	234	12	false	false	ADJ
easat-6939	234	13	positives	positive	NOUN
easat-6939	234	14	and	and	CCONJ
easat-6939	234	15	false	false	ADJ
easat-6939	234	16	negatives	negative	NOUN
easat-6939	234	17	.	.	PUNCT
easat-6939	235	1	the	the	DET
easat-6939	235	2	svm	svm	PROPN
easat-6939	235	3	classifier	classifier	NOUN
easat-6939	235	4	,	,	PUNCT
easat-6939	235	5	with	with	ADP
easat-6939	235	6	an	an	DET
easat-6939	235	7	f1	f1	NOUN
easat-6939	235	8	-	-	PUNCT
easat-6939	235	9	score	score	NOUN
easat-6939	235	10	of	of	ADP
easat-6939	235	11	93.7	93.7	NUM
easat-6939	235	12	%	%	NOUN
easat-6939	235	13	,	,	PUNCT
easat-6939	235	14	and	and	CCONJ
easat-6939	235	15	the	the	DET
easat-6939	235	16	random	random	ADJ
easat-6939	235	17	80.0	80.0	NUM
easat-6939	235	18	82.0	82.0	NUM
easat-6939	235	19	84.0	84.0	NUM
easat-6939	235	20	86.0	86.0	NUM
easat-6939	235	21	88.0	88.0	NUM
easat-6939	235	22	90.0	90.0	NUM
easat-6939	235	23	92.0	92.0	NUM
easat-6939	235	24	94.0	94.0	NUM
easat-6939	235	25	96.0	96.0	NUM
easat-6939	235	26	98.0	98.0	NUM
easat-6939	235	27	100.0	100.0	NUM
easat-6939	235	28	proposed	propose	VERB
easat-6939	235	29	method	method	NOUN
easat-6939	235	30	svm	svm	NOUN
easat-6939	235	31	[	[	X
easat-6939	235	32	27	27	NUM
easat-6939	235	33	]	]	X
easat-6939	235	34	random	random	ADJ
easat-6939	235	35	forest	forest	NOUN
easat-6939	236	1	[	[	X
easat-6939	236	2	28	28	NUM
easat-6939	236	3	]	]	ADJ
easat-6939	236	4	decision	decision	NOUN
easat-6939	236	5	tree	tree	NOUN
easat-6939	236	6	[	[	X
easat-6939	236	7	29	29	NUM
easat-6939	236	8	]	]	X
easat-6939	236	9	k	k	ADJ
easat-6939	236	10	-	-	PUNCT
easat-6939	236	11	nearest	near	ADJ
easat-6939	236	12	neighbors	neighbor	NOUN
easat-6939	236	13	[	[	X
easat-6939	236	14	30	30	NUM
easat-6939	236	15	]	]	SYM
easat-6939	236	16	99.2	99.2	NUM
easat-6939	236	17	92.0	92.0	NUM
easat-6939	236	18	94.5	94.5	NUM
easat-6939	236	19	87.0	87.0	NUM
easat-6939	236	20	90.5	90.5	NUM
easat-6939	236	21	99.5	99.5	NUM
easat-6939	236	22	94.5	94.5	NUM
easat-6939	236	23	95.2	95.2	NUM
easat-6939	236	24	89.8	89.8	NUM
easat-6939	236	25	91.0	91.0	NUM
easat-6939	236	26	99.2	99.2	NUM
easat-6939	236	27	93.0	93.0	NUM
easat-6939	236	28	94.0	94.0	NUM
easat-6939	236	29	88.5	88.5	NUM
easat-6939	236	30	90.0	90.0	NUM
easat-6939	236	31	99.4	99.4	NUM
easat-6939	236	32	93.7	93.7	NUM
easat-6939	236	33	94.6	94.6	NUM
easat-6939	236	34	89.1	89.1	NUM
easat-6939	236	35	90.5	90.5	NUM
easat-6939	236	36	performance	performance	NOUN
easat-6939	236	37	analysis	analysis	NOUN
easat-6939	236	38	recognition	recognition	NOUN
easat-6939	236	39	rate	rate	NOUN
easat-6939	236	40	precision	precision	NOUN
easat-6939	236	41	recall	recall	NOUN
easat-6939	236	42	f1	f1	NOUN
easat-6939	236	43	-	-	PUNCT
easat-6939	236	44	score	score	NOUN
easat-6939	236	45	568	568	NUM
easat-6939	236	46	edelweiss	edelweiss	PROPN
easat-6939	236	47	applied	apply	VERB
easat-6939	236	48	science	science	NOUN
easat-6939	236	49	and	and	CCONJ
easat-6939	236	50	technology	technology	NOUN
easat-6939	236	51	issn	issn	PROPN
easat-6939	236	52	:	:	PUNCT
easat-6939	236	53	2576	2576	NUM
easat-6939	236	54	-	-	SYM
easat-6939	236	55	8484	8484	NUM
easat-6939	236	56	vol	vol	NOUN
easat-6939	236	57	.	.	PROPN
easat-6939	237	1	9	9	NUM
easat-6939	237	2	,	,	PUNCT
easat-6939	237	3	no	no	INTJ
easat-6939	237	4	.	.	NOUN
easat-6939	237	5	5	5	NUM
easat-6939	237	6	:	:	SYM
easat-6939	237	7	554	554	NUM
easat-6939	237	8	-	-	SYM
easat-6939	237	9	571	571	NUM
easat-6939	237	10	,	,	PUNCT
easat-6939	237	11	2025	2025	NUM
easat-6939	237	12	doi	doi	NOUN
easat-6939	237	13	:	:	PUNCT
easat-6939	237	14	10.55214/25768484.v9i5.6939	10.55214/25768484.v9i5.6939	PROPN
easat-6939	238	1	©	©	PROPN
easat-6939	238	2	2025	2025	NUM
easat-6939	238	3	by	by	ADP
easat-6939	238	4	the	the	DET
easat-6939	238	5	authors	author	NOUN
easat-6939	238	6	;	;	PUNCT
easat-6939	238	7	licensee	licensee	PROPN
easat-6939	238	8	learning	learn	VERB
easat-6939	238	9	gate	gate	PROPN
easat-6939	238	10	forest	forest	NOUN
easat-6939	238	11	classifier	classifier	NOUN
easat-6939	238	12	at	at	ADP
easat-6939	238	13	94.6	94.6	NUM
easat-6939	238	14	%	%	NOUN
easat-6939	238	15	,	,	PUNCT
easat-6939	238	16	exhibit	exhibit	VERB
easat-6939	238	17	decent	decent	ADJ
easat-6939	238	18	performance	performance	NOUN
easat-6939	238	19	but	but	CCONJ
easat-6939	238	20	fall	fall	VERB
easat-6939	238	21	short	short	ADJ
easat-6939	238	22	compared	compare	VERB
easat-6939	238	23	to	to	ADP
easat-6939	238	24	the	the	DET
easat-6939	238	25	proposed	propose	VERB
easat-6939	238	26	approach	approach	NOUN
easat-6939	238	27	.	.	PUNCT
easat-6939	239	1	the	the	DET
easat-6939	239	2	decision	decision	NOUN
easat-6939	239	3	tree	tree	NOUN
easat-6939	239	4	and	and	CCONJ
easat-6939	239	5	knn	knn	PROPN
easat-6939	239	6	classifiers	classifier	NOUN
easat-6939	239	7	,	,	PUNCT
easat-6939	239	8	with	with	ADP
easat-6939	239	9	f1	f1	NOUN
easat-6939	239	10	-	-	PUNCT
easat-6939	239	11	scores	score	NOUN
easat-6939	239	12	of	of	ADP
easat-6939	239	13	89.1	89.1	NUM
easat-6939	239	14	%	%	NOUN
easat-6939	239	15	and	and	CCONJ
easat-6939	239	16	90.5	90.5	NUM
easat-6939	239	17	%	%	NOUN
easat-6939	239	18	,	,	PUNCT
easat-6939	239	19	respectively	respectively	ADV
easat-6939	239	20	,	,	PUNCT
easat-6939	239	21	show	show	VERB
easat-6939	239	22	that	that	SCONJ
easat-6939	239	23	they	they	PRON
easat-6939	239	24	are	be	AUX
easat-6939	239	25	less	less	ADV
easat-6939	239	26	effective	effective	ADJ
easat-6939	239	27	in	in	ADP
easat-6939	239	28	achieving	achieve	VERB
easat-6939	239	29	a	a	DET
easat-6939	239	30	balanced	balanced	ADJ
easat-6939	239	31	performance	performance	NOUN
easat-6939	239	32	,	,	PUNCT
easat-6939	239	33	particularly	particularly	ADV
easat-6939	239	34	in	in	ADP
easat-6939	239	35	scenarios	scenario	NOUN
easat-6939	239	36	with	with	ADP
easat-6939	239	37	varying	vary	VERB
easat-6939	239	38	user	user	NOUN
easat-6939	239	39	behavior	behavior	NOUN
easat-6939	239	40	or	or	CCONJ
easat-6939	239	41	data	datum	NOUN
easat-6939	239	42	distributions	distribution	NOUN
easat-6939	239	43	.	.	PUNCT
easat-6939	240	1	the	the	DET
easat-6939	240	2	high	high	ADJ
easat-6939	240	3	f1	f1	NOUN
easat-6939	240	4	-	-	PUNCT
easat-6939	240	5	score	score	NOUN
easat-6939	240	6	of	of	ADP
easat-6939	240	7	the	the	DET
easat-6939	240	8	proposed	propose	VERB
easat-6939	240	9	method	method	NOUN
easat-6939	240	10	illustrates	illustrate	VERB
easat-6939	240	11	its	its	PRON
easat-6939	240	12	reliability	reliability	NOUN
easat-6939	240	13	and	and	CCONJ
easat-6939	240	14	efficacy	efficacy	NOUN
easat-6939	240	15	as	as	ADP
easat-6939	240	16	a	a	DET
easat-6939	240	17	security	security	NOUN
easat-6939	240	18	measure	measure	NOUN
easat-6939	240	19	in	in	ADP
easat-6939	240	20	cloud	cloud	ADJ
easat-6939	240	21	computing	computing	NOUN
easat-6939	240	22	environments	environment	NOUN
easat-6939	240	23	,	,	PUNCT
easat-6939	240	24	where	where	SCONJ
easat-6939	240	25	both	both	DET
easat-6939	240	26	false	false	ADJ
easat-6939	240	27	positives	positive	NOUN
easat-6939	240	28	and	and	CCONJ
easat-6939	240	29	negatives	negative	NOUN
easat-6939	240	30	can	can	AUX
easat-6939	240	31	have	have	VERB
easat-6939	240	32	serious	serious	ADJ
easat-6939	240	33	consequences	consequence	NOUN
easat-6939	240	34	.	.	PUNCT
easat-6939	241	1	the	the	DET
easat-6939	241	2	proposed	propose	VERB
easat-6939	241	3	method	method	NOUN
easat-6939	241	4	achieves	achieve	VERB
easat-6939	241	5	a	a	DET
easat-6939	241	6	recognition	recognition	NOUN
easat-6939	241	7	rate	rate	NOUN
easat-6939	241	8	of	of	ADP
easat-6939	241	9	99.2	99.2	NUM
easat-6939	241	10	%	%	NOUN
easat-6939	241	11	,	,	PUNCT
easat-6939	241	12	indicating	indicate	VERB
easat-6939	241	13	exceptional	exceptional	ADJ
easat-6939	241	14	performance	performance	NOUN
easat-6939	241	15	in	in	ADP
easat-6939	241	16	accurately	accurately	ADV
easat-6939	241	17	authenticating	authenticate	VERB
easat-6939	241	18	users	user	NOUN
easat-6939	241	19	.	.	PUNCT
easat-6939	242	1	the	the	DET
easat-6939	242	2	support	support	NOUN
easat-6939	242	3	vector	vector	NOUN
easat-6939	242	4	machine	machine	NOUN
easat-6939	242	5	classifier	classifier	NOUN
easat-6939	242	6	has	have	VERB
easat-6939	242	7	a	a	DET
easat-6939	242	8	recognition	recognition	NOUN
easat-6939	242	9	rate	rate	NOUN
easat-6939	242	10	of	of	ADP
easat-6939	242	11	92.0	92.0	NUM
easat-6939	242	12	%	%	NOUN
easat-6939	242	13	,	,	PUNCT
easat-6939	242	14	showing	show	VERB
easat-6939	242	15	that	that	SCONJ
easat-6939	242	16	it	it	PRON
easat-6939	242	17	misses	miss	VERB
easat-6939	242	18	a	a	DET
easat-6939	242	19	notable	notable	ADJ
easat-6939	242	20	percentage	percentage	NOUN
easat-6939	242	21	of	of	ADP
easat-6939	242	22	user	user	NOUN
easat-6939	242	23	identifications	identification	NOUN
easat-6939	242	24	.	.	PUNCT
easat-6939	243	1	random	random	ADJ
easat-6939	243	2	forest	forest	NOUN
easat-6939	243	3	records	record	VERB
easat-6939	243	4	a	a	DET
easat-6939	243	5	recognition	recognition	NOUN
easat-6939	243	6	rate	rate	NOUN
easat-6939	243	7	of	of	ADP
easat-6939	243	8	94.5	94.5	NUM
easat-6939	243	9	%	%	NOUN
easat-6939	243	10	,	,	PUNCT
easat-6939	243	11	while	while	SCONJ
easat-6939	243	12	decision	decision	NOUN
easat-6939	243	13	tree	tree	NOUN
easat-6939	243	14	and	and	CCONJ
easat-6939	243	15	knn	knn	PROPN
easat-6939	243	16	have	have	VERB
easat-6939	243	17	rates	rate	NOUN
easat-6939	243	18	of	of	ADP
easat-6939	243	19	87.0	87.0	NUM
easat-6939	243	20	%	%	NOUN
easat-6939	243	21	and	and	CCONJ
easat-6939	243	22	90.5	90.5	NUM
easat-6939	243	23	%	%	NOUN
easat-6939	243	24	,	,	PUNCT
easat-6939	243	25	respectively	respectively	ADV
easat-6939	243	26	.	.	PUNCT
easat-6939	244	1	the	the	DET
easat-6939	244	2	recognition	recognition	NOUN
easat-6939	244	3	rates	rate	NOUN
easat-6939	244	4	highlight	highlight	VERB
easat-6939	244	5	the	the	DET
easat-6939	244	6	proposed	propose	VERB
easat-6939	244	7	method	method	NOUN
easat-6939	244	8	's	's	PART
easat-6939	244	9	superiority	superiority	NOUN
easat-6939	244	10	in	in	ADP
easat-6939	244	11	effectively	effectively	ADV
easat-6939	244	12	identifying	identify	VERB
easat-6939	244	13	legitimate	legitimate	ADJ
easat-6939	244	14	users	user	NOUN
easat-6939	244	15	compared	compare	VERB
easat-6939	244	16	to	to	ADP
easat-6939	244	17	the	the	DET
easat-6939	244	18	traditional	traditional	ADJ
easat-6939	244	19	classifiers	classifier	NOUN
easat-6939	244	20	.	.	PUNCT
easat-6939	245	1	overall	overall	ADV
easat-6939	245	2	,	,	PUNCT
easat-6939	245	3	the	the	DET
easat-6939	245	4	proposed	propose	VERB
easat-6939	245	5	multimodal	multimodal	ADJ
easat-6939	245	6	biometric	biometric	ADJ
easat-6939	245	7	authentication	authentication	NOUN
easat-6939	245	8	technique	technique	NOUN
easat-6939	245	9	demonstrates	demonstrate	VERB
easat-6939	245	10	superior	superior	ADJ
easat-6939	245	11	performance	performance	NOUN
easat-6939	245	12	across	across	ADP
easat-6939	245	13	precision	precision	NOUN
easat-6939	245	14	,	,	PUNCT
easat-6939	245	15	recall	recall	NOUN
easat-6939	245	16	,	,	PUNCT
easat-6939	245	17	and	and	CCONJ
easat-6939	245	18	f1	f1	NOUN
easat-6939	245	19	-	-	PUNCT
easat-6939	245	20	score	score	NOUN
easat-6939	245	21	compared	compare	VERB
easat-6939	245	22	to	to	ADP
easat-6939	245	23	traditional	traditional	ADJ
easat-6939	245	24	classifiers	classifier	NOUN
easat-6939	245	25	.	.	PUNCT
easat-6939	246	1	the	the	DET
easat-6939	246	2	findings	finding	NOUN
easat-6939	246	3	highlight	highlight	VERB
easat-6939	246	4	its	its	PRON
easat-6939	246	5	effectiveness	effectiveness	NOUN
easat-6939	246	6	in	in	ADP
easat-6939	246	7	accurately	accurately	ADV
easat-6939	246	8	identifying	identify	VERB
easat-6939	246	9	legitimate	legitimate	ADJ
easat-6939	246	10	users	user	NOUN
easat-6939	246	11	and	and	CCONJ
easat-6939	246	12	minimizing	minimize	VERB
easat-6939	246	13	security	security	NOUN
easat-6939	246	14	risks	risk	NOUN
easat-6939	246	15	associated	associate	VERB
easat-6939	246	16	with	with	ADP
easat-6939	246	17	cloud	cloud	NOUN
easat-6939	246	18	computing	computing	NOUN
easat-6939	246	19	.	.	PUNCT
easat-6939	247	1	robust	robust	ADJ
easat-6939	247	2	security	security	NOUN
easat-6939	247	3	:	:	PUNCT
easat-6939	247	4	the	the	DET
easat-6939	247	5	high	high	ADJ
easat-6939	247	6	metrics	metric	NOUN
easat-6939	247	7	indicate	indicate	VERB
easat-6939	247	8	that	that	SCONJ
easat-6939	247	9	the	the	DET
easat-6939	247	10	proposed	propose	VERB
easat-6939	247	11	method	method	NOUN
easat-6939	247	12	can	can	AUX
easat-6939	247	13	be	be	AUX
easat-6939	247	14	trusted	trust	VERB
easat-6939	247	15	to	to	ADP
easat-6939	247	16	securely	securely	ADV
easat-6939	247	17	authenticate	authenticate	VERB
easat-6939	247	18	users	user	NOUN
easat-6939	247	19	,	,	PUNCT
easat-6939	247	20	making	make	VERB
easat-6939	247	21	it	it	PRON
easat-6939	247	22	a	a	DET
easat-6939	247	23	valuable	valuable	ADJ
easat-6939	247	24	asset	asset	NOUN
easat-6939	247	25	for	for	ADP
easat-6939	247	26	organizations	organization	NOUN
easat-6939	247	27	concerned	concern	VERB
easat-6939	247	28	about	about	ADP
easat-6939	247	29	data	datum	NOUN
easat-6939	247	30	breaches	breach	NOUN
easat-6939	247	31	.	.	PUNCT
easat-6939	248	1	•	•	NUM
easat-6939	248	2	scalability	scalability	NOUN
easat-6939	248	3	:	:	PUNCT
easat-6939	248	4	the	the	DET
easat-6939	248	5	promising	promising	ADJ
easat-6939	248	6	results	result	NOUN
easat-6939	248	7	further	far	ADV
easat-6939	248	8	support	support	VERB
easat-6939	248	9	the	the	DET
easat-6939	248	10	feasibility	feasibility	NOUN
easat-6939	248	11	of	of	ADP
easat-6939	248	12	deploying	deploy	VERB
easat-6939	248	13	this	this	DET
easat-6939	248	14	technique	technique	NOUN
easat-6939	248	15	using	use	VERB
easat-6939	248	16	biometric	biometric	NOUN
easat-6939	248	17	-	-	PUNCT
easat-6939	248	18	as	as	ADP
easat-6939	248	19	-	-	PUNCT
easat-6939	248	20	a	a	DET
easat-6939	248	21	-	-	PUNCT
easat-6939	248	22	service	service	NOUN
easat-6939	248	23	(	(	PUNCT
easat-6939	248	24	baas	baas	NOUN
easat-6939	248	25	)	)	PUNCT
easat-6939	248	26	,	,	PUNCT
easat-6939	248	27	enabling	enable	VERB
easat-6939	248	28	broader	broad	ADJ
easat-6939	248	29	implementation	implementation	NOUN
easat-6939	248	30	in	in	ADP
easat-6939	248	31	various	various	ADJ
easat-6939	248	32	cloud	cloud	NOUN
easat-6939	248	33	-	-	PUNCT
easat-6939	248	34	based	base	VERB
easat-6939	248	35	ecosystems	ecosystem	NOUN
easat-6939	248	36	.	.	PUNCT
easat-6939	249	1	•	•	NUM
easat-6939	249	2	future	future	ADJ
easat-6939	249	3	potential	potential	NOUN
easat-6939	249	4	:	:	PUNCT
easat-6939	249	5	these	these	DET
easat-6939	249	6	metrics	metric	NOUN
easat-6939	249	7	pave	pave	VERB
easat-6939	249	8	the	the	DET
easat-6939	249	9	way	way	NOUN
easat-6939	249	10	for	for	ADP
easat-6939	249	11	future	future	ADJ
easat-6939	249	12	enhancements	enhancement	NOUN
easat-6939	249	13	,	,	PUNCT
easat-6939	249	14	such	such	ADJ
easat-6939	249	15	as	as	ADP
easat-6939	249	16	the	the	DET
easat-6939	249	17	incorporation	incorporation	NOUN
easat-6939	249	18	of	of	ADP
easat-6939	249	19	additional	additional	ADJ
easat-6939	249	20	biometric	biometric	ADJ
easat-6939	249	21	modalities	modality	NOUN
easat-6939	249	22	or	or	CCONJ
easat-6939	249	23	adaptive	adaptive	ADJ
easat-6939	249	24	learning	learning	NOUN
easat-6939	249	25	techniques	technique	NOUN
easat-6939	249	26	,	,	PUNCT
easat-6939	249	27	to	to	PART
easat-6939	249	28	further	far	ADV
easat-6939	249	29	refine	refine	VERB
easat-6939	249	30	the	the	DET
easat-6939	249	31	authentication	authentication	NOUN
easat-6939	249	32	process	process	NOUN
easat-6939	249	33	and	and	CCONJ
easat-6939	249	34	improve	improve	VERB
easat-6939	249	35	security	security	NOUN
easat-6939	249	36	measures	measure	NOUN
easat-6939	249	37	.	.	PUNCT
easat-6939	250	1	in	in	ADP
easat-6939	250	2	conclusion	conclusion	NOUN
easat-6939	250	3	,	,	PUNCT
easat-6939	250	4	the	the	DET
easat-6939	250	5	detailed	detailed	ADJ
easat-6939	250	6	analysis	analysis	NOUN
easat-6939	250	7	of	of	ADP
easat-6939	250	8	precision	precision	NOUN
easat-6939	250	9	,	,	PUNCT
easat-6939	250	10	recall	recall	NOUN
easat-6939	250	11	,	,	PUNCT
easat-6939	250	12	and	and	CCONJ
easat-6939	250	13	f1	f1	NOUN
easat-6939	250	14	-	-	PUNCT
easat-6939	250	15	score	score	NOUN
easat-6939	250	16	confirms	confirm	VERB
easat-6939	250	17	the	the	DET
easat-6939	250	18	proposed	propose	VERB
easat-6939	250	19	system	system	NOUN
easat-6939	250	20	's	's	PART
easat-6939	250	21	efficacy	efficacy	NOUN
easat-6939	250	22	,	,	PUNCT
easat-6939	250	23	emphasizing	emphasize	VERB
easat-6939	250	24	its	its	PRON
easat-6939	250	25	potential	potential	NOUN
easat-6939	250	26	as	as	ADP
easat-6939	250	27	a	a	DET
easat-6939	250	28	leading	leading	ADJ
easat-6939	250	29	solution	solution	NOUN
easat-6939	250	30	for	for	ADP
easat-6939	250	31	biometric	biometric	ADJ
easat-6939	250	32	authentication	authentication	NOUN
easat-6939	250	33	in	in	ADP
easat-6939	250	34	the	the	DET
easat-6939	250	35	evolving	evolve	VERB
easat-6939	250	36	landscape	landscape	NOUN
easat-6939	250	37	of	of	ADP
easat-6939	250	38	cloud	cloud	NOUN
easat-6939	250	39	computing	compute	VERB
easat-6939	250	40	security	security	NOUN
easat-6939	250	41	.	.	PUNCT
easat-6939	251	1	table	table	NOUN
easat-6939	251	2	2	2	NUM
easat-6939	251	3	.	.	PUNCT
easat-6939	252	1	training	training	NOUN
easat-6939	252	2	of	of	ADP
easat-6939	252	3	various	various	ADJ
easat-6939	252	4	cnn	cnn	PROPN
easat-6939	252	5	models	model	NOUN
easat-6939	252	6	.	.	PUNCT
easat-6939	253	1	sl.no	sl.no	NOUN
easat-6939	253	2	training	training	NOUN
easat-6939	253	3	model	model	NOUN
easat-6939	253	4	used	use	VERB
easat-6939	253	5	batch	batch	NOUN
easat-6939	253	6	size	size	NOUN
easat-6939	253	7	max	max	PROPN
easat-6939	253	8	.	.	PUNCT
easat-6939	254	1	no	no	INTJ
easat-6939	254	2	.	.	NOUN
easat-6939	255	1	of	of	ADP
easat-6939	255	2	iteration	iteration	NOUN
easat-6939	255	3	(	(	PUNCT
easat-6939	255	4	epoch	epoch	NOUN
easat-6939	255	5	)	)	PUNCT
easat-6939	255	6	1	1	NUM
easat-6939	255	7	cnn	cnn	NOUN
easat-6939	255	8	64	64	NUM
easat-6939	255	9	465	465	NUM
easat-6939	255	10	(	(	PUNCT
easat-6939	255	11	10	10	NUM
easat-6939	255	12	)	)	SYM
easat-6939	255	13	2	2	NUM
easat-6939	255	14	alexnet	alexnet	NOUN
easat-6939	255	15	64	64	NUM
easat-6939	255	16	842	842	NUM
easat-6939	255	17	(	(	PUNCT
easat-6939	255	18	10	10	NUM
easat-6939	255	19	)	)	PUNCT
easat-6939	255	20	3	3	NUM
easat-6939	255	21	vgg16	vgg16	VERB
easat-6939	255	22	64	64	NUM
easat-6939	255	23	943	943	NUM
easat-6939	255	24	(	(	PUNCT
easat-6939	255	25	10	10	NUM
easat-6939	255	26	)	)	SYM
easat-6939	255	27	4	4	NUM
easat-6939	255	28	resnet50	resnet50	NOUN
easat-6939	255	29	64	64	NUM
easat-6939	255	30	1078	1078	NUM
easat-6939	255	31	(	(	PUNCT
easat-6939	255	32	10	10	NUM
easat-6939	255	33	)	)	PUNCT
easat-6939	255	34	5	5	NUM
easat-6939	255	35	proposed	propose	VERB
easat-6939	255	36	method	method	NOUN
easat-6939	255	37	64	64	NUM
easat-6939	255	38	1523	1523	NUM
easat-6939	255	39	(	(	PUNCT
easat-6939	255	40	10	10	NUM
easat-6939	255	41	)	)	PUNCT
easat-6939	255	42	the	the	DET
easat-6939	255	43	comparison	comparison	NOUN
easat-6939	255	44	of	of	ADP
easat-6939	255	45	different	different	ADJ
easat-6939	255	46	models	model	NOUN
easat-6939	255	47	—	—	PUNCT
easat-6939	255	48	cnn	cnn	PROPN
easat-6939	255	49	,	,	PUNCT
easat-6939	255	50	alexnet	alexnet	NOUN
easat-6939	255	51	,	,	PUNCT
easat-6939	255	52	vgg16	vgg16	NOUN
easat-6939	255	53	,	,	PUNCT
easat-6939	255	54	resnet50	resnet50	NOUN
easat-6939	255	55	,	,	PUNCT
easat-6939	255	56	and	and	CCONJ
easat-6939	255	57	a	a	DET
easat-6939	255	58	proposed	propose	VERB
easat-6939	255	59	method	method	NOUN
easat-6939	255	60	—	—	PUNCT
easat-6939	255	61	based	base	VERB
easat-6939	255	62	on	on	ADP
easat-6939	255	63	their	their	PRON
easat-6939	255	64	iteration	iteration	NOUN
easat-6939	255	65	count	count	NOUN
easat-6939	255	66	reveals	reveal	VERB
easat-6939	255	67	a	a	DET
easat-6939	255	68	trade	trade	NOUN
easat-6939	255	69	-	-	PUNCT
easat-6939	255	70	off	off	NOUN
easat-6939	255	71	between	between	ADP
easat-6939	255	72	computational	computational	ADJ
easat-6939	255	73	cost	cost	NOUN
easat-6939	255	74	and	and	CCONJ
easat-6939	255	75	model	model	NOUN
easat-6939	255	76	complexity	complexity	NOUN
easat-6939	255	77	.	.	PUNCT
easat-6939	256	1	•	•	NUM
easat-6939	256	2	cnn	cnn	PROPN
easat-6939	256	3	has	have	VERB
easat-6939	256	4	the	the	DET
easat-6939	256	5	lowest	low	ADJ
easat-6939	256	6	iteration	iteration	NOUN
easat-6939	256	7	count	count	NOUN
easat-6939	256	8	(	(	PUNCT
easat-6939	256	9	465	465	NUM
easat-6939	256	10	)	)	PUNCT
easat-6939	256	11	,	,	PUNCT
easat-6939	256	12	indicating	indicate	VERB
easat-6939	256	13	it	it	PRON
easat-6939	256	14	is	be	AUX
easat-6939	256	15	computationally	computationally	ADV
easat-6939	256	16	efficient	efficient	ADJ
easat-6939	256	17	but	but	CCONJ
easat-6939	256	18	may	may	AUX
easat-6939	256	19	underperform	underperform	VERB
easat-6939	256	20	in	in	ADP
easat-6939	256	21	complex	complex	ADJ
easat-6939	256	22	tasks	task	NOUN
easat-6939	256	23	due	due	ADP
easat-6939	256	24	to	to	ADP
easat-6939	256	25	its	its	PRON
easat-6939	256	26	simplicity	simplicity	NOUN
easat-6939	256	27	.	.	PUNCT
easat-6939	257	1	•	•	NUM
easat-6939	257	2	alexnet	alexnet	NOUN
easat-6939	257	3	(	(	PUNCT
easat-6939	257	4	842	842	NUM
easat-6939	257	5	iterations	iteration	NOUN
easat-6939	257	6	)	)	PUNCT
easat-6939	257	7	strikes	strike	VERB
easat-6939	257	8	a	a	DET
easat-6939	257	9	balance	balance	NOUN
easat-6939	257	10	between	between	ADP
easat-6939	257	11	computation	computation	NOUN
easat-6939	257	12	and	and	CCONJ
easat-6939	257	13	performance	performance	NOUN
easat-6939	257	14	,	,	PUNCT
easat-6939	257	15	making	make	VERB
easat-6939	257	16	it	it	PRON
easat-6939	257	17	suitable	suitable	ADJ
easat-6939	257	18	for	for	ADP
easat-6939	257	19	moderately	moderately	ADV
easat-6939	257	20	complex	complex	ADJ
easat-6939	257	21	tasks	task	NOUN
easat-6939	257	22	.	.	PUNCT
easat-6939	258	1	•	•	NUM
easat-6939	258	2	vgg16	vgg16	PROPN
easat-6939	258	3	(	(	PUNCT
easat-6939	258	4	943	943	NUM
easat-6939	258	5	iterations	iteration	NOUN
easat-6939	258	6	)	)	PUNCT
easat-6939	258	7	and	and	CCONJ
easat-6939	258	8	resnet50	resnet50	NOUN
easat-6939	258	9	(	(	PUNCT
easat-6939	258	10	1078	1078	NUM
easat-6939	258	11	iterations	iteration	NOUN
easat-6939	258	12	)	)	PUNCT
easat-6939	258	13	show	show	VERB
easat-6939	258	14	higher	high	ADJ
easat-6939	258	15	iteration	iteration	NOUN
easat-6939	258	16	counts	count	NOUN
easat-6939	258	17	,	,	PUNCT
easat-6939	258	18	reflecting	reflect	VERB
easat-6939	258	19	their	their	PRON
easat-6939	258	20	deeper	deep	ADJ
easat-6939	258	21	architectures	architecture	NOUN
easat-6939	258	22	.	.	PUNCT
easat-6939	259	1	vgg16	vgg16	NOUN
easat-6939	259	2	is	be	AUX
easat-6939	259	3	known	know	VERB
easat-6939	259	4	for	for	ADP
easat-6939	259	5	high	high	ADJ
easat-6939	259	6	accuracy	accuracy	NOUN
easat-6939	259	7	,	,	PUNCT
easat-6939	259	8	but	but	CCONJ
easat-6939	259	9	resnet50	resnet50	NOUN
easat-6939	259	10	,	,	PUNCT
easat-6939	259	11	with	with	ADP
easat-6939	259	12	its	its	PRON
easat-6939	259	13	residual	residual	ADJ
easat-6939	259	14	connections	connection	NOUN
easat-6939	259	15	,	,	PUNCT
easat-6939	259	16	handles	handle	VERB
easat-6939	259	17	deeper	deep	ADJ
easat-6939	259	18	networks	network	NOUN
easat-6939	259	19	more	more	ADV
easat-6939	259	20	efficiently	efficiently	ADV
easat-6939	259	21	.	.	PUNCT
easat-6939	260	1	•	•	NOUN
easat-6939	260	2	the	the	DET
easat-6939	260	3	proposed	propose	VERB
easat-6939	260	4	method	method	NOUN
easat-6939	260	5	has	have	VERB
easat-6939	260	6	the	the	DET
easat-6939	260	7	highest	high	ADJ
easat-6939	260	8	iteration	iteration	NOUN
easat-6939	260	9	count	count	NOUN
easat-6939	260	10	(	(	PUNCT
easat-6939	260	11	1523	1523	NUM
easat-6939	260	12	)	)	PUNCT
easat-6939	260	13	,	,	PUNCT
easat-6939	260	14	suggesting	suggest	VERB
easat-6939	260	15	a	a	DET
easat-6939	260	16	very	very	ADV
easat-6939	260	17	complex	complex	ADJ
easat-6939	260	18	architecture	architecture	NOUN
easat-6939	260	19	,	,	PUNCT
easat-6939	260	20	likely	likely	ADV
easat-6939	260	21	offering	offer	VERB
easat-6939	260	22	superior	superior	ADJ
easat-6939	260	23	performance	performance	NOUN
easat-6939	260	24	at	at	ADP
easat-6939	260	25	a	a	DET
easat-6939	260	26	significant	significant	ADJ
easat-6939	260	27	computational	computational	ADJ
easat-6939	260	28	cost	cost	NOUN
easat-6939	260	29	.	.	PUNCT
easat-6939	261	1	table	table	NOUN
easat-6939	261	2	2	2	NUM
easat-6939	261	3	and	and	CCONJ
easat-6939	261	4	figure	figure	VERB
easat-6939	261	5	8	8	NUM
easat-6939	261	6	shows	show	VERB
easat-6939	261	7	the	the	DET
easat-6939	261	8	analysis	analysis	NOUN
easat-6939	261	9	of	of	ADP
easat-6939	261	10	various	various	ADJ
easat-6939	261	11	training	training	NOUN
easat-6939	261	12	model	model	NOUN
easat-6939	261	13	.	.	PUNCT
easat-6939	262	1	569	569	NUM
easat-6939	262	2	edelweiss	edelweiss	PROPN
easat-6939	262	3	applied	apply	VERB
easat-6939	262	4	science	science	NOUN
easat-6939	262	5	and	and	CCONJ
easat-6939	262	6	technology	technology	NOUN
easat-6939	262	7	issn	issn	PROPN
easat-6939	262	8	:	:	PUNCT
easat-6939	262	9	2576	2576	NUM
easat-6939	262	10	-	-	SYM
easat-6939	262	11	8484	8484	NUM
easat-6939	262	12	vol	vol	NOUN
easat-6939	262	13	.	.	PROPN
easat-6939	263	1	9	9	NUM
easat-6939	263	2	,	,	PUNCT
easat-6939	263	3	no	no	INTJ
easat-6939	263	4	.	.	NOUN
easat-6939	263	5	5	5	NUM
easat-6939	263	6	:	:	SYM
easat-6939	263	7	554	554	NUM
easat-6939	263	8	-	-	SYM
easat-6939	263	9	571	571	NUM
easat-6939	263	10	,	,	PUNCT
easat-6939	263	11	2025	2025	NUM
easat-6939	263	12	doi	doi	NOUN
easat-6939	263	13	:	:	PUNCT
easat-6939	263	14	10.55214/25768484.v9i5.6939	10.55214/25768484.v9i5.6939	PROPN
easat-6939	264	1	©	©	PROPN
easat-6939	264	2	2025	2025	NUM
easat-6939	264	3	by	by	ADP
easat-6939	264	4	the	the	DET
easat-6939	264	5	authors	author	NOUN
easat-6939	264	6	;	;	PUNCT
easat-6939	264	7	licensee	licensee	PROPN
easat-6939	264	8	learning	learn	VERB
easat-6939	264	9	gate	gate	PROPN
easat-6939	264	10	figure	figure	NOUN
easat-6939	264	11	8	8	NUM
easat-6939	264	12	.	.	PUNCT
easat-6939	265	1	analysis	analysis	NOUN
easat-6939	265	2	of	of	ADP
easat-6939	265	3	various	various	ADJ
easat-6939	265	4	training	training	NOUN
easat-6939	265	5	model	model	NOUN
easat-6939	265	6	.	.	PUNCT
easat-6939	266	1	5	5	X
easat-6939	266	2	.	.	X
easat-6939	266	3	conclusion	conclusion	NOUN
easat-6939	266	4	in	in	ADP
easat-6939	266	5	conclusion	conclusion	NOUN
easat-6939	266	6	,	,	PUNCT
easat-6939	266	7	as	as	SCONJ
easat-6939	266	8	cloud	cloud	NOUN
easat-6939	266	9	computing	computing	NOUN
easat-6939	266	10	continues	continue	VERB
easat-6939	266	11	to	to	PART
easat-6939	266	12	grow	grow	VERB
easat-6939	266	13	,	,	PUNCT
easat-6939	266	14	securing	secure	VERB
easat-6939	266	15	sensitive	sensitive	ADJ
easat-6939	266	16	data	datum	NOUN
easat-6939	266	17	becomes	become	VERB
easat-6939	266	18	crucial	crucial	ADJ
easat-6939	266	19	.	.	PUNCT
easat-6939	267	1	this	this	DET
easat-6939	267	2	paper	paper	NOUN
easat-6939	267	3	introduces	introduce	VERB
easat-6939	267	4	a	a	DET
easat-6939	267	5	multimodal	multimodal	ADJ
easat-6939	267	6	biometric	biometric	ADJ
easat-6939	267	7	authentication	authentication	NOUN
easat-6939	267	8	system	system	NOUN
easat-6939	267	9	that	that	PRON
easat-6939	267	10	combines	combine	VERB
easat-6939	267	11	facial	facial	ADJ
easat-6939	267	12	,	,	PUNCT
easat-6939	267	13	iris	iris	NOUN
easat-6939	267	14	,	,	PUNCT
easat-6939	267	15	and	and	CCONJ
easat-6939	267	16	fingerprint	fingerprint	NOUN
easat-6939	267	17	recognition	recognition	NOUN
easat-6939	267	18	for	for	ADP
easat-6939	267	19	enhanced	enhanced	ADJ
easat-6939	267	20	security	security	NOUN
easat-6939	267	21	.	.	PUNCT
easat-6939	268	1	utilizing	utilize	VERB
easat-6939	268	2	advanced	advanced	ADJ
easat-6939	268	3	deep	deep	ADJ
easat-6939	268	4	learning	learning	NOUN
easat-6939	268	5	techniques	technique	NOUN
easat-6939	268	6	like	like	ADP
easat-6939	268	7	fusion	fusion	NOUN
easat-6939	268	8	-	-	PUNCT
easat-6939	268	9	based	base	VERB
easat-6939	268	10	feature	feature	NOUN
easat-6939	268	11	extraction	extraction	NOUN
easat-6939	268	12	and	and	CCONJ
easat-6939	268	13	deep	deep	ADJ
easat-6939	268	14	cross	cross	ADJ
easat-6939	268	15	-	-	ADJ
easat-6939	268	16	modal	modal	ADJ
easat-6939	268	17	retrieval	retrieval	NOUN
easat-6939	268	18	(	(	PUNCT
easat-6939	268	19	dcmr	dcmr	PROPN
easat-6939	268	20	)	)	PUNCT
easat-6939	268	21	,	,	PUNCT
easat-6939	268	22	the	the	DET
easat-6939	268	23	system	system	NOUN
easat-6939	268	24	produces	produce	VERB
easat-6939	268	25	robust	robust	ADJ
easat-6939	268	26	biometric	biometric	ADJ
easat-6939	268	27	representations	representation	NOUN
easat-6939	268	28	,	,	PUNCT
easat-6939	268	29	while	while	SCONJ
easat-6939	268	30	an	an	DET
easat-6939	268	31	integrated	integrate	VERB
easat-6939	268	32	one	one	NUM
easat-6939	268	33	-	-	PUNCT
easat-6939	268	34	time	time	NOUN
easat-6939	268	35	password	password	NOUN
easat-6939	268	36	(	(	PUNCT
easat-6939	268	37	otp	otp	NOUN
easat-6939	268	38	)	)	PUNCT
easat-6939	268	39	further	far	ADV
easat-6939	268	40	strengthens	strengthen	VERB
easat-6939	268	41	cloud	cloud	PROPN
easat-6939	268	42	authentication	authentication	NOUN
easat-6939	268	43	.	.	PUNCT
easat-6939	269	1	the	the	DET
easat-6939	269	2	proposed	propose	VERB
easat-6939	269	3	method	method	NOUN
easat-6939	269	4	was	be	AUX
easat-6939	269	5	evaluated	evaluate	VERB
easat-6939	269	6	against	against	ADP
easat-6939	269	7	traditional	traditional	ADJ
easat-6939	269	8	classifiers	classifier	NOUN
easat-6939	269	9	such	such	ADJ
easat-6939	269	10	as	as	ADP
easat-6939	269	11	svm	svm	ADJ
easat-6939	269	12	,	,	PUNCT
easat-6939	269	13	random	random	ADJ
easat-6939	269	14	forests	forest	NOUN
easat-6939	269	15	,	,	PUNCT
easat-6939	269	16	and	and	CCONJ
easat-6939	269	17	knn	knn	PROPN
easat-6939	269	18	,	,	PUNCT
easat-6939	269	19	achieving	achieve	VERB
easat-6939	269	20	an	an	DET
easat-6939	269	21	impressive	impressive	ADJ
easat-6939	269	22	recognition	recognition	NOUN
easat-6939	269	23	rate	rate	NOUN
easat-6939	269	24	of	of	ADP
easat-6939	269	25	99.2	99.2	NUM
easat-6939	269	26	%	%	NOUN
easat-6939	269	27	,	,	PUNCT
easat-6939	269	28	surpassing	surpass	VERB
easat-6939	269	29	all	all	DET
easat-6939	269	30	alternatives	alternative	NOUN
easat-6939	269	31	.	.	PUNCT
easat-6939	270	1	these	these	DET
easat-6939	270	2	results	result	NOUN
easat-6939	270	3	highlight	highlight	VERB
easat-6939	270	4	the	the	DET
easat-6939	270	5	system	system	NOUN
easat-6939	270	6	’s	’s	PART
easat-6939	270	7	potential	potential	NOUN
easat-6939	270	8	to	to	PART
easat-6939	270	9	significantly	significantly	ADV
easat-6939	270	10	enhance	enhance	VERB
easat-6939	270	11	security	security	NOUN
easat-6939	270	12	in	in	ADP
easat-6939	270	13	cloudbased	cloudbased	ADJ
easat-6939	270	14	environments	environment	NOUN
easat-6939	270	15	.	.	PUNCT
easat-6939	271	1	by	by	ADP
easat-6939	271	2	leveraging	leverage	VERB
easat-6939	271	3	biometric	biometric	NOUN
easat-6939	271	4	-	-	PUNCT
easat-6939	271	5	as	as	ADP
easat-6939	271	6	-	-	PUNCT
easat-6939	271	7	a	a	DET
easat-6939	271	8	-	-	PUNCT
easat-6939	271	9	service	service	NOUN
easat-6939	271	10	(	(	PUNCT
easat-6939	271	11	baas	baas	NOUN
easat-6939	271	12	)	)	PUNCT
easat-6939	271	13	,	,	PUNCT
easat-6939	271	14	this	this	DET
easat-6939	271	15	approach	approach	NOUN
easat-6939	271	16	simplifies	simplify	VERB
easat-6939	271	17	deployment	deployment	NOUN
easat-6939	271	18	and	and	CCONJ
easat-6939	271	19	reduces	reduce	VERB
easat-6939	271	20	computational	computational	ADJ
easat-6939	271	21	overhead	overhead	NOUN
easat-6939	271	22	.	.	PUNCT
easat-6939	272	1	future	future	ADJ
easat-6939	272	2	enhancements	enhancement	NOUN
easat-6939	272	3	could	could	AUX
easat-6939	272	4	focus	focus	VERB
easat-6939	272	5	on	on	ADP
easat-6939	272	6	expanding	expand	VERB
easat-6939	272	7	the	the	DET
easat-6939	272	8	biometric	biometric	ADJ
easat-6939	272	9	modalities	modality	NOUN
easat-6939	272	10	and	and	CCONJ
easat-6939	272	11	integrating	integrate	VERB
easat-6939	272	12	continuous	continuous	ADJ
easat-6939	272	13	authentication	authentication	NOUN
easat-6939	272	14	methods	method	NOUN
easat-6939	272	15	to	to	PART
easat-6939	272	16	further	far	ADV
easat-6939	272	17	improve	improve	VERB
easat-6939	272	18	system	system	NOUN
easat-6939	272	19	security	security	NOUN
easat-6939	272	20	and	and	CCONJ
easat-6939	272	21	user	user	NOUN
easat-6939	272	22	experience	experience	NOUN
easat-6939	272	23	,	,	PUNCT
easat-6939	272	24	ensuring	ensure	VERB
easat-6939	272	25	even	even	ADV
easat-6939	272	26	more	more	ADV
easat-6939	272	27	robust	robust	ADJ
easat-6939	272	28	protection	protection	NOUN
easat-6939	272	29	for	for	ADP
easat-6939	272	30	cloud	cloud	NOUN
easat-6939	272	31	-	-	PUNCT
easat-6939	272	32	based	base	VERB
easat-6939	272	33	ecosystems	ecosystem	NOUN
easat-6939	272	34	.	.	PUNCT
easat-6939	273	1	transparency	transparency	NOUN
easat-6939	273	2	:	:	PUNCT
easat-6939	273	3	the	the	DET
easat-6939	273	4	authors	author	NOUN
easat-6939	273	5	confirm	confirm	VERB
easat-6939	273	6	that	that	SCONJ
easat-6939	273	7	the	the	DET
easat-6939	273	8	manuscript	manuscript	NOUN
easat-6939	273	9	is	be	AUX
easat-6939	273	10	an	an	DET
easat-6939	273	11	honest	honest	ADJ
easat-6939	273	12	,	,	PUNCT
easat-6939	273	13	accurate	accurate	ADJ
easat-6939	273	14	,	,	PUNCT
easat-6939	273	15	and	and	CCONJ
easat-6939	273	16	transparent	transparent	ADJ
easat-6939	273	17	account	account	NOUN
easat-6939	273	18	of	of	ADP
easat-6939	273	19	the	the	DET
easat-6939	273	20	study	study	NOUN
easat-6939	273	21	;	;	PUNCT
easat-6939	273	22	that	that	SCONJ
easat-6939	273	23	no	no	DET
easat-6939	273	24	vital	vital	ADJ
easat-6939	273	25	features	feature	NOUN
easat-6939	273	26	of	of	ADP
easat-6939	273	27	the	the	DET
easat-6939	273	28	study	study	NOUN
easat-6939	273	29	have	have	AUX
easat-6939	273	30	been	be	AUX
easat-6939	273	31	omitted	omit	VERB
easat-6939	273	32	;	;	PUNCT
easat-6939	273	33	and	and	CCONJ
easat-6939	273	34	that	that	SCONJ
easat-6939	273	35	any	any	DET
easat-6939	273	36	discrepancies	discrepancy	NOUN
easat-6939	273	37	from	from	ADP
easat-6939	273	38	the	the	DET
easat-6939	273	39	study	study	NOUN
easat-6939	273	40	as	as	SCONJ
easat-6939	273	41	planned	plan	VERB
easat-6939	273	42	have	have	AUX
easat-6939	273	43	been	be	AUX
easat-6939	273	44	explained	explain	VERB
easat-6939	273	45	.	.	PUNCT
easat-6939	274	1	this	this	DET
easat-6939	274	2	study	study	NOUN
easat-6939	274	3	followed	follow	VERB
easat-6939	274	4	all	all	DET
easat-6939	274	5	ethical	ethical	ADJ
easat-6939	274	6	practices	practice	NOUN
easat-6939	274	7	during	during	ADP
easat-6939	274	8	writing	writing	NOUN
easat-6939	274	9	.	.	PUNCT
easat-6939	275	1	copyright	copyright	NOUN
easat-6939	275	2	:	:	PUNCT
easat-6939	275	3	©	©	PROPN
easat-6939	275	4	2025	2025	NUM
easat-6939	275	5	by	by	ADP
easat-6939	275	6	the	the	DET
easat-6939	275	7	authors	author	NOUN
easat-6939	275	8	.	.	PUNCT
easat-6939	276	1	this	this	DET
easat-6939	276	2	open	open	ADJ
easat-6939	276	3	-	-	PUNCT
easat-6939	276	4	access	access	NOUN
easat-6939	276	5	article	article	NOUN
easat-6939	276	6	is	be	AUX
easat-6939	276	7	distributed	distribute	VERB
easat-6939	276	8	under	under	ADP
easat-6939	276	9	the	the	DET
easat-6939	276	10	terms	term	NOUN
easat-6939	276	11	and	and	CCONJ
easat-6939	276	12	conditions	condition	NOUN
easat-6939	276	13	of	of	ADP
easat-6939	276	14	the	the	DET
easat-6939	276	15	creative	creative	ADJ
easat-6939	276	16	commons	common	NOUN
easat-6939	276	17	attribution	attribution	NOUN
easat-6939	276	18	(	(	PUNCT
easat-6939	276	19	cc	cc	NOUN
easat-6939	276	20	by	by	ADP
easat-6939	276	21	)	)	PUNCT
easat-6939	276	22	license	license	NOUN
easat-6939	276	23	(	(	PUNCT
easat-6939	276	24	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
easat-6939	276	25	)	)	PUNCT
easat-6939	276	26	.	.	PUNCT
easat-6939	277	1	references	reference	NOUN
easat-6939	277	2	[	[	X
easat-6939	277	3	1	1	NUM
easat-6939	277	4	]	]	PUNCT
easat-6939	277	5	a.	a.	PROPN
easat-6939	277	6	k.	k.	PROPN
easat-6939	277	7	jain	jain	PROPN
easat-6939	277	8	,	,	PUNCT
easat-6939	277	9	a.	a.	PROPN
easat-6939	277	10	ross	ross	PROPN
easat-6939	277	11	,	,	PUNCT
easat-6939	277	12	and	and	CCONJ
easat-6939	277	13	k.	k.	PROPN
easat-6939	277	14	nandakumar	nandakumar	PROPN
easat-6939	277	15	,	,	PUNCT
easat-6939	277	16	introduction	introduction	NOUN
easat-6939	277	17	to	to	ADP
easat-6939	277	18	biometrics	biometric	NOUN
easat-6939	277	19	.	.	PUNCT
easat-6939	278	1	new	new	PROPN
easat-6939	278	2	york	york	PROPN
easat-6939	278	3	:	:	PUNCT
easat-6939	278	4	springer	springer	NOUN
easat-6939	278	5	,	,	PUNCT
easat-6939	278	6	2016	2016	NUM
easat-6939	278	7	.	.	PUNCT
easat-6939	279	1	[	[	X
easat-6939	279	2	2	2	X
easat-6939	279	3	]	]	X
easat-6939	279	4	h.	h.	PROPN
easat-6939	279	5	li	li	PROPN
easat-6939	279	6	,	,	PUNCT
easat-6939	279	7	x.	x.	PROPN
easat-6939	279	8	zhao	zhao	PROPN
easat-6939	279	9	,	,	PUNCT
easat-6939	279	10	and	and	CCONJ
easat-6939	279	11	l.	l.	PROPN
easat-6939	279	12	liu	liu	PROPN
easat-6939	279	13	,	,	PUNCT
easat-6939	279	14	"	"	PUNCT
easat-6939	279	15	deep	deep	ADJ
easat-6939	279	16	learning	learning	NOUN
easat-6939	279	17	-	-	PUNCT
easat-6939	279	18	based	base	VERB
easat-6939	279	19	fingerprint	fingerprint	NOUN
easat-6939	279	20	recognition	recognition	NOUN
easat-6939	279	21	:	:	PUNCT
easat-6939	279	22	a	a	DET
easat-6939	279	23	review	review	NOUN
easat-6939	279	24	,	,	PUNCT
easat-6939	279	25	"	"	PUNCT
easat-6939	279	26	ieee	ieee	NOUN
easat-6939	279	27	access	access	NOUN
easat-6939	279	28	,	,	PUNCT
easat-6939	279	29	vol	vol	NOUN
easat-6939	279	30	.	.	PROPN
easat-6939	279	31	8	8	NUM
easat-6939	279	32	,	,	PUNCT
easat-6939	279	33	pp	pp	ADJ
easat-6939	279	34	.	.	PUNCT
easat-6939	279	35	100869	100869	NUM
easat-6939	279	36	–	–	PUNCT
easat-6939	279	37	100887	100887	NUM
easat-6939	279	38	,	,	PUNCT
easat-6939	279	39	2020	2020	NUM
easat-6939	279	40	.	.	PUNCT
easat-6939	280	1	https://doi.org/10.1109/access.2020.2998832	https://doi.org/10.1109/access.2020.2998832	PROPN
easat-6939	281	1	[	[	X
easat-6939	281	2	3	3	NUM
easat-6939	281	3	]	]	PUNCT
easat-6939	281	4	a.	a.	NOUN
easat-6939	281	5	kaur	kaur	PROPN
easat-6939	281	6	and	and	CCONJ
easat-6939	281	7	g.	g.	PROPN
easat-6939	281	8	kaur	kaur	PROPN
easat-6939	281	9	,	,	PUNCT
easat-6939	281	10	"	"	PUNCT
easat-6939	281	11	a	a	DET
easat-6939	281	12	review	review	NOUN
easat-6939	281	13	on	on	ADP
easat-6939	281	14	multimodal	multimodal	NOUN
easat-6939	281	15	biometrics	biometric	NOUN
easat-6939	281	16	system	system	NOUN
easat-6939	281	17	,	,	PUNCT
easat-6939	281	18	"	"	PUNCT
easat-6939	281	19	journal	journal	NOUN
easat-6939	281	20	of	of	ADP
easat-6939	281	21	king	king	PROPN
easat-6939	281	22	saud	saud	PROPN
easat-6939	281	23	university	university	PROPN
easat-6939	281	24	computer	computer	NOUN
easat-6939	281	25	and	and	CCONJ
easat-6939	281	26	information	information	NOUN
easat-6939	281	27	sciences	science	NOUN
easat-6939	281	28	,	,	PUNCT
easat-6939	281	29	vol	vol	NOUN
easat-6939	281	30	.	.	PROPN
easat-6939	282	1	31	31	NUM
easat-6939	282	2	,	,	PUNCT
easat-6939	282	3	no	no	INTJ
easat-6939	282	4	.	.	NOUN
easat-6939	282	5	4	4	NUM
easat-6939	282	6	,	,	PUNCT
easat-6939	282	7	pp	pp	ADJ
easat-6939	282	8	.	.	PUNCT
easat-6939	283	1	553–561	553–561	NUM
easat-6939	283	2	,	,	PUNCT
easat-6939	283	3	2019	2019	NUM
easat-6939	283	4	.	.	PUNCT
easat-6939	284	1	https://doi.org/10.1016/j.jksuci.2017.01.005	https://doi.org/10.1016/j.jksuci.2017.01.005	VERB
easat-6939	284	2	64	64	NUM
easat-6939	284	3	64	64	NUM
easat-6939	284	4	64	64	NUM
easat-6939	284	5	64	64	NUM
easat-6939	284	6	64	64	NUM
easat-6939	284	7	465	465	NUM
easat-6939	284	8	842	842	NUM
easat-6939	284	9	943	943	NUM
easat-6939	284	10	1078	1078	NUM
easat-6939	284	11	1523	1523	NUM
easat-6939	284	12	10	10	NUM
easat-6939	284	13	10	10	NUM
easat-6939	284	14	10	10	NUM
easat-6939	284	15	10	10	NUM
easat-6939	284	16	10	10	NUM
easat-6939	284	17	0	0	NUM
easat-6939	284	18	200	200	NUM
easat-6939	284	19	400	400	NUM
easat-6939	284	20	600	600	NUM
easat-6939	284	21	800	800	NUM
easat-6939	284	22	1000	1000	NUM
easat-6939	284	23	1200	1200	NUM
easat-6939	284	24	1400	1400	NUM
easat-6939	284	25	1600	1600	NUM
easat-6939	284	26	cnn	cnn	PROPN
easat-6939	284	27	alexnet	alexnet	PROPN
easat-6939	284	28	vgg16	vgg16	PROPN
easat-6939	284	29	resnet50	resnet50	NOUN
easat-6939	284	30	proposed	propose	VERB
easat-6939	284	31	method	method	NOUN
easat-6939	284	32	training	training	NOUN
easat-6939	284	33	of	of	ADP
easat-6939	284	34	various	various	ADJ
easat-6939	284	35	cnn	cnn	PROPN
easat-6939	284	36	models	model	NOUN
easat-6939	284	37	batch	batch	VERB
easat-6939	284	38	size	size	NOUN
easat-6939	284	39	max	max	PROPN
easat-6939	284	40	.	.	PUNCT
easat-6939	285	1	no	no	INTJ
easat-6939	285	2	.	.	NOUN
easat-6939	286	1	of	of	ADP
easat-6939	286	2	iteration	iteration	NOUN
easat-6939	286	3	(	(	PUNCT
easat-6939	286	4	epoch	epoch	NOUN
easat-6939	286	5	)	)	PUNCT
easat-6939	286	6	epoch	epoch	PROPN
easat-6939	286	7	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
easat-6939	287	1	https://doi.org/10.1109/access.2020.2998832	https://doi.org/10.1109/access.2020.2998832	PROPN
easat-6939	287	2	https://doi.org/10.1016/j.jksuci.2017.01.005	https://doi.org/10.1016/j.jksuci.2017.01.005	PROPN
easat-6939	287	3	570	570	NUM
easat-6939	287	4	edelweiss	edelweiss	PROPN
easat-6939	287	5	applied	apply	VERB
easat-6939	287	6	science	science	NOUN
easat-6939	287	7	and	and	CCONJ
easat-6939	287	8	technology	technology	NOUN
easat-6939	287	9	issn	issn	PROPN
easat-6939	287	10	:	:	PUNCT
easat-6939	287	11	2576	2576	NUM
easat-6939	287	12	-	-	SYM
easat-6939	287	13	8484	8484	NUM
easat-6939	287	14	vol	vol	NOUN
easat-6939	287	15	.	.	PROPN
easat-6939	287	16	9	9	NUM
easat-6939	287	17	,	,	PUNCT
easat-6939	287	18	no	no	INTJ
easat-6939	287	19	.	.	NOUN
easat-6939	288	1	5	5	NUM
easat-6939	288	2	:	:	SYM
easat-6939	288	3	554	554	NUM
easat-6939	288	4	-	-	SYM
easat-6939	288	5	571	571	NUM
easat-6939	288	6	,	,	PUNCT
easat-6939	288	7	2025	2025	NUM
easat-6939	288	8	doi	doi	NOUN
easat-6939	288	9	:	:	PUNCT
easat-6939	288	10	10.55214/25768484.v9i5.6939	10.55214/25768484.v9i5.6939	PROPN
easat-6939	289	1	©	©	PROPN
easat-6939	289	2	2025	2025	NUM
easat-6939	289	3	by	by	ADP
easat-6939	289	4	the	the	DET
easat-6939	289	5	authors	author	NOUN
easat-6939	289	6	;	;	PUNCT
easat-6939	289	7	licensee	licensee	PROPN
easat-6939	289	8	learning	learning	NOUN
easat-6939	289	9	gate	gate	NOUN
easat-6939	290	1	[	[	X
easat-6939	290	2	4	4	NUM
easat-6939	290	3	]	]	X
easat-6939	290	4	y.	y.	PROPN
easat-6939	290	5	zhang	zhang	PROPN
easat-6939	290	6	,	,	PUNCT
easat-6939	290	7	q.	q.	PROPN
easat-6939	290	8	zhang	zhang	PROPN
easat-6939	290	9	,	,	PUNCT
easat-6939	290	10	and	and	CCONJ
easat-6939	290	11	x.	x.	NOUN
easat-6939	290	12	sun	sun	PROPN
easat-6939	290	13	,	,	PUNCT
easat-6939	290	14	"	"	PUNCT
easat-6939	290	15	a	a	DET
easat-6939	290	16	review	review	NOUN
easat-6939	290	17	on	on	ADP
easat-6939	290	18	multimodal	multimodal	ADJ
easat-6939	290	19	biometric	biometric	ADJ
easat-6939	290	20	systems	system	NOUN
easat-6939	290	21	,	,	PUNCT
easat-6939	290	22	"	"	PUNCT
easat-6939	290	23	international	international	ADJ
easat-6939	290	24	journal	journal	NOUN
easat-6939	290	25	of	of	ADP
easat-6939	290	26	advanced	advanced	ADJ
easat-6939	290	27	network	network	NOUN
easat-6939	290	28	,	,	PUNCT
easat-6939	290	29	monitoring	monitoring	NOUN
easat-6939	290	30	and	and	CCONJ
easat-6939	290	31	controls	control	NOUN
easat-6939	290	32	,	,	PUNCT
easat-6939	290	33	vol	vol	NOUN
easat-6939	290	34	.	.	PROPN
easat-6939	290	35	5	5	NUM
easat-6939	290	36	,	,	PUNCT
easat-6939	290	37	no	no	INTJ
easat-6939	290	38	.	.	NOUN
easat-6939	290	39	2	2	NUM
easat-6939	290	40	,	,	PUNCT
easat-6939	290	41	pp	pp	ADJ
easat-6939	290	42	.	.	PUNCT
easat-6939	291	1	1–10	1–10	NOUN
easat-6939	291	2	,	,	PUNCT
easat-6939	291	3	2020	2020	NUM
easat-6939	291	4	.	.	PUNCT
easat-6939	292	1	[	[	X
easat-6939	292	2	5	5	X
easat-6939	292	3	]	]	X
easat-6939	292	4	y.	y.	NOUN
easat-6939	292	5	lecun	lecun	PROPN
easat-6939	292	6	,	,	PUNCT
easat-6939	292	7	y.	y.	PROPN
easat-6939	292	8	bengio	bengio	PROPN
easat-6939	292	9	,	,	PUNCT
easat-6939	292	10	and	and	CCONJ
easat-6939	292	11	g.	g.	PROPN
easat-6939	292	12	hinton	hinton	PROPN
easat-6939	292	13	,	,	PUNCT
easat-6939	292	14	"	"	PUNCT
easat-6939	292	15	deep	deep	ADJ
easat-6939	292	16	learning	learning	NOUN
easat-6939	292	17	,	,	PUNCT
easat-6939	292	18	"	"	PUNCT
easat-6939	292	19	nature	nature	NOUN
easat-6939	292	20	,	,	PUNCT
easat-6939	292	21	vol	vol	NOUN
easat-6939	292	22	.	.	PROPN
easat-6939	292	23	521	521	NUM
easat-6939	292	24	,	,	PUNCT
easat-6939	292	25	no	no	INTJ
easat-6939	292	26	.	.	NOUN
easat-6939	292	27	7553	7553	NUM
easat-6939	292	28	,	,	PUNCT
easat-6939	292	29	pp	pp	ADJ
easat-6939	292	30	.	.	PUNCT
easat-6939	293	1	436	436	NUM
easat-6939	293	2	-	-	SYM
easat-6939	293	3	444	444	NUM
easat-6939	293	4	,	,	PUNCT
easat-6939	293	5	2015	2015	NUM
easat-6939	293	6	.	.	PUNCT
easat-6939	294	1	[	[	X
easat-6939	294	2	6	6	NUM
easat-6939	294	3	]	]	PUNCT
easat-6939	294	4	j.	j.	PROPN
easat-6939	294	5	ahmad	ahmad	PROPN
easat-6939	294	6	and	and	CCONJ
easat-6939	294	7	m.	m.	NOUN
easat-6939	294	8	m.	m.	PROPN
easat-6939	294	9	rathore	rathore	PROPN
easat-6939	294	10	,	,	PUNCT
easat-6939	294	11	"	"	PUNCT
easat-6939	294	12	a	a	DET
easat-6939	294	13	comprehensive	comprehensive	ADJ
easat-6939	294	14	review	review	NOUN
easat-6939	294	15	on	on	ADP
easat-6939	294	16	deep	deep	ADJ
easat-6939	294	17	learning	learning	NOUN
easat-6939	294	18	-	-	PUNCT
easat-6939	294	19	based	base	VERB
easat-6939	294	20	multimodal	multimodal	ADJ
easat-6939	294	21	biometric	biometric	ADJ
easat-6939	294	22	recognition	recognition	NOUN
easat-6939	294	23	systems	system	NOUN
easat-6939	294	24	,	,	PUNCT
easat-6939	294	25	"	"	PUNCT
easat-6939	294	26	acm	acm	PROPN
easat-6939	294	27	computing	computing	NOUN
easat-6939	294	28	surveys	survey	NOUN
easat-6939	294	29	,	,	PUNCT
easat-6939	294	30	vol	vol	NOUN
easat-6939	294	31	.	.	PROPN
easat-6939	294	32	53	53	NUM
easat-6939	294	33	,	,	PUNCT
easat-6939	294	34	no	no	INTJ
easat-6939	294	35	.	.	NOUN
easat-6939	294	36	5	5	NUM
easat-6939	294	37	,	,	PUNCT
easat-6939	294	38	pp	pp	ADJ
easat-6939	294	39	.	.	PUNCT
easat-6939	295	1	1	1	NUM
easat-6939	295	2	-	-	SYM
easat-6939	295	3	37	37	NUM
easat-6939	295	4	,	,	PUNCT
easat-6939	295	5	2020	2020	NUM
easat-6939	295	6	.	.	PUNCT
easat-6939	296	1	https://doi.org/10.1145/3397198	https://doi.org/10.1145/3397198	PRON
easat-6939	297	1	[	[	X
easat-6939	297	2	7	7	NUM
easat-6939	297	3	]	]	PUNCT
easat-6939	297	4	a.	a.	NOUN
easat-6939	297	5	k.	k.	PROPN
easat-6939	297	6	jain	jain	PROPN
easat-6939	297	7	and	and	CCONJ
easat-6939	297	8	a.	a.	PROPN
easat-6939	297	9	ross	ross	PROPN
easat-6939	297	10	,	,	PUNCT
easat-6939	297	11	handbook	handbook	NOUN
easat-6939	297	12	of	of	ADP
easat-6939	297	13	biometrics	biometric	NOUN
easat-6939	297	14	.	.	PUNCT
easat-6939	298	1	new	new	PROPN
easat-6939	298	2	york	york	PROPN
easat-6939	298	3	:	:	PUNCT
easat-6939	298	4	springer	springer	NOUN
easat-6939	298	5	,	,	PUNCT
easat-6939	298	6	2018	2018	NUM
easat-6939	298	7	.	.	PUNCT
easat-6939	299	1	[	[	X
easat-6939	299	2	8	8	NUM
easat-6939	299	3	]	]	PUNCT
easat-6939	299	4	m.	m.	NOUN
easat-6939	299	5	mittal	mittal	NOUN
easat-6939	299	6	and	and	CCONJ
easat-6939	299	7	m.	m.	NOUN
easat-6939	299	8	vatsa	vatsa	NOUN
easat-6939	299	9	,	,	PUNCT
easat-6939	299	10	"	"	PUNCT
easat-6939	299	11	deep	deep	ADJ
easat-6939	299	12	learning	learning	NOUN
easat-6939	299	13	for	for	ADP
easat-6939	299	14	multimodal	multimodal	ADJ
easat-6939	299	15	biometric	biometric	ADJ
easat-6939	299	16	recognition	recognition	NOUN
easat-6939	299	17	,	,	PUNCT
easat-6939	299	18	"	"	PUNCT
easat-6939	299	19	ieee	ieee	NOUN
easat-6939	299	20	transactions	transaction	NOUN
easat-6939	299	21	on	on	ADP
easat-6939	299	22	information	information	NOUN
easat-6939	299	23	forensics	forensic	NOUN
easat-6939	299	24	and	and	CCONJ
easat-6939	299	25	security	security	NOUN
easat-6939	299	26	,	,	PUNCT
easat-6939	299	27	vol	vol	NOUN
easat-6939	299	28	.	.	PROPN
easat-6939	299	29	14	14	NUM
easat-6939	299	30	,	,	PUNCT
easat-6939	299	31	no	no	INTJ
easat-6939	299	32	.	.	NOUN
easat-6939	299	33	8	8	NUM
easat-6939	299	34	,	,	PUNCT
easat-6939	299	35	pp	pp	ADJ
easat-6939	299	36	.	.	PUNCT
easat-6939	300	1	2038–2052	2038–2052	NUM
easat-6939	300	2	,	,	PUNCT
easat-6939	300	3	2019	2019	NUM
easat-6939	300	4	.	.	PUNCT
easat-6939	301	1	https://doi.org/10.1109/tifs.2019.2904793	https://doi.org/10.1109/tifs.2019.2904793	PROPN
easat-6939	301	2	[	[	X
easat-6939	301	3	9	9	NUM
easat-6939	301	4	]	]	PUNCT
easat-6939	301	5	s.	s.	PROPN
easat-6939	301	6	du	du	PROPN
easat-6939	301	7	and	and	CCONJ
easat-6939	301	8	a.	a.	PROPN
easat-6939	301	9	k.	k.	PROPN
easat-6939	301	10	jain	jain	PROPN
easat-6939	301	11	,	,	PUNCT
easat-6939	301	12	"	"	PUNCT
easat-6939	301	13	deep	deep	ADJ
easat-6939	301	14	learning	learning	NOUN
easat-6939	301	15	for	for	ADP
easat-6939	301	16	face	face	NOUN
easat-6939	301	17	recognition	recognition	NOUN
easat-6939	301	18	:	:	PUNCT
easat-6939	301	19	a	a	DET
easat-6939	301	20	comprehensive	comprehensive	ADJ
easat-6939	301	21	review	review	NOUN
easat-6939	301	22	,	,	PUNCT
easat-6939	301	23	"	"	PUNCT
easat-6939	301	24	ieee	ieee	NOUN
easat-6939	301	25	biometrics	biometrics	PROPN
easat-6939	301	26	council	council	PROPN
easat-6939	301	27	newsletter	newsletter	NOUN
easat-6939	301	28	,	,	PUNCT
easat-6939	301	29	vol	vol	NOUN
easat-6939	301	30	.	.	PROPN
easat-6939	302	1	75	75	NUM
easat-6939	302	2	,	,	PUNCT
easat-6939	302	3	pp	pp	ADJ
easat-6939	302	4	.	.	PUNCT
easat-6939	303	1	2	2	NUM
easat-6939	303	2	-	-	SYM
easat-6939	303	3	15	15	NUM
easat-6939	303	4	,	,	PUNCT
easat-6939	303	5	2018	2018	NUM
easat-6939	303	6	.	.	PUNCT
easat-6939	304	1	[	[	X
easat-6939	304	2	10	10	NUM
easat-6939	304	3	]	]	PUNCT
easat-6939	304	4	a.	a.	NOUN
easat-6939	304	5	rattani	rattani	NOUN
easat-6939	304	6	and	and	CCONJ
easat-6939	304	7	a.	a.	NOUN
easat-6939	304	8	rattani	rattani	NOUN
easat-6939	304	9	,	,	PUNCT
easat-6939	304	10	"	"	PUNCT
easat-6939	304	11	multimodal	multimodal	ADJ
easat-6939	304	12	biometric	biometric	ADJ
easat-6939	304	13	system	system	NOUN
easat-6939	304	14	using	use	VERB
easat-6939	304	15	deep	deep	ADJ
easat-6939	304	16	learning	learning	NOUN
easat-6939	304	17	:	:	PUNCT
easat-6939	304	18	a	a	DET
easat-6939	304	19	review	review	NOUN
easat-6939	304	20	,	,	PUNCT
easat-6939	304	21	"	"	PUNCT
easat-6939	304	22	international	international	ADJ
easat-6939	304	23	journal	journal	NOUN
easat-6939	304	24	of	of	ADP
easat-6939	304	25	advanced	advanced	ADJ
easat-6939	304	26	research	research	NOUN
easat-6939	304	27	in	in	ADP
easat-6939	304	28	computer	computer	NOUN
easat-6939	304	29	engineering	engineering	NOUN
easat-6939	304	30	&	&	CCONJ
easat-6939	304	31	technology	technology	PROPN
easat-6939	304	32	,	,	PUNCT
easat-6939	304	33	vol	vol	NOUN
easat-6939	304	34	.	.	PROPN
easat-6939	304	35	8	8	NUM
easat-6939	304	36	,	,	PUNCT
easat-6939	304	37	no	no	INTJ
easat-6939	304	38	.	.	NOUN
easat-6939	304	39	5	5	NUM
easat-6939	304	40	,	,	PUNCT
easat-6939	304	41	pp	pp	ADJ
easat-6939	304	42	.	.	PUNCT
easat-6939	305	1	534–538	534–538	NUM
easat-6939	305	2	,	,	PUNCT
easat-6939	305	3	2019	2019	NUM
easat-6939	305	4	.	.	PUNCT
easat-6939	306	1	[	[	X
easat-6939	306	2	11	11	NUM
easat-6939	306	3	]	]	PUNCT
easat-6939	306	4	a.	a.	NOUN
easat-6939	306	5	rattani	rattani	NOUN
easat-6939	306	6	and	and	CCONJ
easat-6939	306	7	a.	a.	NOUN
easat-6939	306	8	rattani	rattani	PROPN
easat-6939	306	9	,	,	PUNCT
easat-6939	306	10	"	"	PUNCT
easat-6939	306	11	deep	deep	ADJ
easat-6939	306	12	learning	learning	NOUN
easat-6939	306	13	in	in	ADP
easat-6939	306	14	multimodal	multimodal	ADJ
easat-6939	306	15	biometrics	biometric	NOUN
easat-6939	306	16	:	:	PUNCT
easat-6939	306	17	a	a	DET
easat-6939	306	18	review	review	NOUN
easat-6939	306	19	,	,	PUNCT
easat-6939	306	20	"	"	PUNCT
easat-6939	306	21	international	international	ADJ
easat-6939	306	22	journal	journal	NOUN
easat-6939	306	23	of	of	ADP
easat-6939	306	24	engineering	engineering	NOUN
easat-6939	306	25	and	and	CCONJ
easat-6939	306	26	techniques	technique	NOUN
easat-6939	306	27	,	,	PUNCT
easat-6939	306	28	vol	vol	NOUN
easat-6939	306	29	.	.	PROPN
easat-6939	306	30	4	4	NUM
easat-6939	306	31	,	,	PUNCT
easat-6939	306	32	no	no	INTJ
easat-6939	306	33	.	.	NOUN
easat-6939	306	34	24	24	NUM
easat-6939	306	35	,	,	PUNCT
easat-6939	306	36	pp	pp	ADJ
easat-6939	306	37	.	.	PUNCT
easat-6939	307	1	118–121	118–121	NUM
easat-6939	307	2	,	,	PUNCT
easat-6939	307	3	2018	2018	NUM
easat-6939	307	4	.	.	PUNCT
easat-6939	308	1	[	[	X
easat-6939	308	2	12	12	NUM
easat-6939	308	3	]	]	PUNCT
easat-6939	308	4	m.	m.	NOUN
easat-6939	308	5	khodabakhshi	khodabakhshi	PROPN
easat-6939	308	6	and	and	CCONJ
easat-6939	308	7	a.	a.	NOUN
easat-6939	308	8	bigdeli	bigdeli	PROPN
easat-6939	308	9	,	,	PUNCT
easat-6939	308	10	"	"	PUNCT
easat-6939	308	11	a	a	DET
easat-6939	308	12	deep	deep	ADJ
easat-6939	308	13	learning	learning	NOUN
easat-6939	308	14	based	base	VERB
easat-6939	308	15	biometric	biometric	ADJ
easat-6939	308	16	recognition	recognition	NOUN
easat-6939	308	17	system	system	NOUN
easat-6939	308	18	in	in	ADP
easat-6939	308	19	cloud	cloud	NOUN
easat-6939	308	20	environment	environment	NOUN
easat-6939	308	21	,	,	PUNCT
easat-6939	308	22	"	"	PUNCT
easat-6939	308	23	multimedia	multimedia	NOUN
easat-6939	308	24	tools	tool	NOUN
easat-6939	308	25	and	and	CCONJ
easat-6939	308	26	applications	application	NOUN
easat-6939	308	27	,	,	PUNCT
easat-6939	308	28	vol	vol	NOUN
easat-6939	308	29	.	.	PROPN
easat-6939	308	30	78	78	NUM
easat-6939	308	31	,	,	PUNCT
easat-6939	308	32	no	no	INTJ
easat-6939	308	33	.	.	NOUN
easat-6939	308	34	6	6	NUM
easat-6939	308	35	,	,	PUNCT
easat-6939	308	36	pp	pp	ADJ
easat-6939	308	37	.	.	PUNCT
easat-6939	309	1	7725–7745	7725–7745	NUM
easat-6939	309	2	,	,	PUNCT
easat-6939	309	3	2019	2019	NUM
easat-6939	309	4	.	.	PUNCT
easat-6939	310	1	https://doi.org/10.1007/s11042-018-6517-6	https://doi.org/10.1007/s11042-018-6517-6	VERB
easat-6939	310	2	[	[	X
easat-6939	310	3	13	13	NUM
easat-6939	310	4	]	]	X
easat-6939	310	5	n.	n.	PROPN
easat-6939	310	6	k.	k.	PROPN
easat-6939	310	7	ratha	ratha	PROPN
easat-6939	310	8	,	,	PUNCT
easat-6939	310	9	j.	j.	PROPN
easat-6939	310	10	h.	h.	PROPN
easat-6939	310	11	connell	connell	PROPN
easat-6939	310	12	,	,	PUNCT
easat-6939	310	13	and	and	CCONJ
easat-6939	310	14	r.	r.	PROPN
easat-6939	310	15	m.	m.	PROPN
easat-6939	310	16	bolle	bolle	PROPN
easat-6939	310	17	,	,	PUNCT
easat-6939	310	18	"	"	PUNCT
easat-6939	310	19	enhancing	enhance	VERB
easat-6939	310	20	security	security	NOUN
easat-6939	310	21	and	and	CCONJ
easat-6939	310	22	privacy	privacy	NOUN
easat-6939	310	23	in	in	ADP
easat-6939	310	24	biometrics	biometric	NOUN
easat-6939	310	25	-	-	PUNCT
easat-6939	310	26	based	base	VERB
easat-6939	310	27	authentication	authentication	NOUN
easat-6939	310	28	systems	system	NOUN
easat-6939	310	29	,	,	PUNCT
easat-6939	310	30	"	"	PUNCT
easat-6939	310	31	ibm	ibm	PROPN
easat-6939	310	32	systems	system	NOUN
easat-6939	310	33	journal	journal	NOUN
easat-6939	310	34	,	,	PUNCT
easat-6939	310	35	vol	vol	NOUN
easat-6939	310	36	.	.	PROPN
easat-6939	310	37	40	40	NUM
easat-6939	310	38	,	,	PUNCT
easat-6939	310	39	no	no	INTJ
easat-6939	310	40	.	.	NOUN
easat-6939	310	41	3	3	NUM
easat-6939	310	42	,	,	PUNCT
easat-6939	310	43	pp	pp	ADJ
easat-6939	310	44	.	.	PUNCT
easat-6939	311	1	614–634	614–634	NUM
easat-6939	311	2	,	,	PUNCT
easat-6939	311	3	2001	2001	NUM
easat-6939	311	4	.	.	PUNCT
easat-6939	312	1	https://doi.org/10.1147/sj.403.0614	https://doi.org/10.1147/sj.403.0614	X
easat-6939	313	1	[	[	X
easat-6939	313	2	14	14	NUM
easat-6939	313	3	]	]	X
easat-6939	313	4	m.	m.	PROPN
easat-6939	313	5	kaya	kaya	PROPN
easat-6939	313	6	and	and	CCONJ
easat-6939	313	7	a.	a.	NOUN
easat-6939	313	8	m.	m.	NOUN
easat-6939	313	9	ozbayoglu	ozbayoglu	NOUN
easat-6939	313	10	,	,	PUNCT
easat-6939	313	11	"	"	PUNCT
easat-6939	313	12	improving	improve	VERB
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easat-6939	313	14	in	in	ADP
easat-6939	313	15	cloud	cloud	NOUN
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easat-6939	313	17	using	use	VERB
easat-6939	313	18	biometric	biometric	ADJ
easat-6939	313	19	authentication	authentication	NOUN
easat-6939	313	20	systems	system	NOUN
easat-6939	313	21	,	,	PUNCT
easat-6939	313	22	"	"	PUNCT
easat-6939	313	23	presented	present	VERB
easat-6939	313	24	at	at	ADP
easat-6939	313	25	the	the	DET
easat-6939	313	26	2016	2016	NUM
easat-6939	313	27	ieee	ieee	NOUN
easat-6939	313	28	international	international	ADJ
easat-6939	313	29	conference	conference	NOUN
easat-6939	313	30	on	on	ADP
easat-6939	313	31	big	big	ADJ
easat-6939	313	32	data	datum	NOUN
easat-6939	313	33	(	(	PUNCT
easat-6939	313	34	big	big	ADJ
easat-6939	313	35	data	datum	NOUN
easat-6939	313	36	)	)	PUNCT
easat-6939	313	37	,	,	PUNCT
easat-6939	313	38	ieee	ieee	PROPN
easat-6939	313	39	.	.	PROPN
easat-6939	313	40	,	,	PUNCT
easat-6939	313	41	2016	2016	NUM
easat-6939	313	42	.	.	PUNCT
easat-6939	314	1	[	[	X
easat-6939	314	2	15	15	NUM
easat-6939	314	3	]	]	X
easat-6939	314	4	d.	d.	PROPN
easat-6939	314	5	yadav	yadav	PROPN
easat-6939	314	6	and	and	CCONJ
easat-6939	314	7	d.	d.	PROPN
easat-6939	314	8	sharma	sharma	PROPN
easat-6939	314	9	,	,	PUNCT
easat-6939	314	10	"	"	PUNCT
easat-6939	314	11	enhancing	enhance	VERB
easat-6939	314	12	cloud	cloud	ADJ
easat-6939	314	13	security	security	NOUN
easat-6939	314	14	using	use	VERB
easat-6939	314	15	multimodal	multimodal	ADJ
easat-6939	314	16	biometrics	biometric	NOUN
easat-6939	314	17	,	,	PUNCT
easat-6939	314	18	"	"	PUNCT
easat-6939	314	19	international	international	ADJ
easat-6939	314	20	journal	journal	NOUN
easat-6939	314	21	of	of	ADP
easat-6939	314	22	innovative	innovative	ADJ
easat-6939	314	23	technology	technology	NOUN
easat-6939	314	24	and	and	CCONJ
easat-6939	314	25	exploring	explore	VERB
easat-6939	314	26	engineering	engineering	NOUN
easat-6939	314	27	,	,	PUNCT
easat-6939	314	28	vol	vol	NOUN
easat-6939	314	29	.	.	PROPN
easat-6939	314	30	9	9	NUM
easat-6939	314	31	,	,	PUNCT
easat-6939	314	32	no	no	INTJ
easat-6939	314	33	.	.	NOUN
easat-6939	314	34	1	1	NUM
easat-6939	314	35	,	,	PUNCT
easat-6939	314	36	pp	pp	ADJ
easat-6939	314	37	.	.	PUNCT
easat-6939	314	38	1321–1326	1321–1326	NUM
easat-6939	314	39	,	,	PUNCT
easat-6939	314	40	2020	2020	NUM
easat-6939	314	41	.	.	PUNCT
easat-6939	315	1	[	[	X
easat-6939	315	2	16	16	NUM
easat-6939	315	3	]	]	X
easat-6939	315	4	l.	l.	PROPN
easat-6939	315	5	guo	guo	PROPN
easat-6939	315	6	,	,	PUNCT
easat-6939	315	7	x.	x.	PROPN
easat-6939	315	8	li	li	PROPN
easat-6939	315	9	,	,	PUNCT
easat-6939	315	10	and	and	CCONJ
easat-6939	315	11	x.	x.	PROPN
easat-6939	315	12	zhu	zhu	PROPN
easat-6939	315	13	,	,	PUNCT
easat-6939	315	14	"	"	PUNCT
easat-6939	315	15	biometric	biometric	ADJ
easat-6939	315	16	authentication	authentication	NOUN
easat-6939	315	17	based	base	VERB
easat-6939	315	18	on	on	ADP
easat-6939	315	19	ensemble	ensemble	ADJ
easat-6939	315	20	deep	deep	ADJ
easat-6939	315	21	learning	learning	NOUN
easat-6939	315	22	in	in	ADP
easat-6939	315	23	cloud	cloud	NOUN
easat-6939	315	24	computing	computing	NOUN
easat-6939	315	25	,	,	PUNCT
easat-6939	315	26	"	"	PUNCT
easat-6939	315	27	presented	present	VERB
easat-6939	315	28	at	at	ADP
easat-6939	315	29	the	the	DET
easat-6939	315	30	2017	2017	NUM
easat-6939	315	31	13th	13th	NOUN
easat-6939	315	32	ieee	ieee	NOUN
easat-6939	315	33	international	international	ADJ
easat-6939	315	34	conference	conference	NOUN
easat-6939	315	35	on	on	ADP
easat-6939	315	36	electronic	electronic	ADJ
easat-6939	315	37	measurement	measurement	NOUN
easat-6939	315	38	&	&	CCONJ
easat-6939	315	39	instruments	instrument	NOUN
easat-6939	315	40	,	,	PUNCT
easat-6939	315	41	ieee	ieee	NOUN
easat-6939	315	42	,	,	PUNCT
easat-6939	315	43	2017	2017	NUM
easat-6939	315	44	.	.	PUNCT
easat-6939	316	1	[	[	X
easat-6939	316	2	17	17	NUM
easat-6939	316	3	]	]	X
easat-6939	316	4	r.	r.	PROPN
easat-6939	316	5	anwar	anwar	PROPN
easat-6939	316	6	,	,	PUNCT
easat-6939	316	7	"	"	PUNCT
easat-6939	316	8	multi	multi	ADJ
easat-6939	316	9	-	-	ADJ
easat-6939	316	10	biometric	biometric	ADJ
easat-6939	316	11	authentication	authentication	NOUN
easat-6939	316	12	system	system	NOUN
easat-6939	316	13	using	use	VERB
easat-6939	316	14	deep	deep	ADJ
easat-6939	316	15	learning	learning	NOUN
easat-6939	316	16	technique	technique	NOUN
easat-6939	316	17	for	for	ADP
easat-6939	316	18	cloud	cloud	NOUN
easat-6939	316	19	computing	computing	NOUN
easat-6939	316	20	,	,	PUNCT
easat-6939	316	21	"	"	PUNCT
easat-6939	316	22	presented	present	VERB
easat-6939	316	23	at	at	ADP
easat-6939	316	24	the	the	DET
easat-6939	316	25	2019	2019	NUM
easat-6939	316	26	international	international	ADJ
easat-6939	316	27	conference	conference	NOUN
easat-6939	316	28	on	on	ADP
easat-6939	316	29	engineering	engineering	NOUN
easat-6939	316	30	,	,	PUNCT
easat-6939	316	31	technology	technology	NOUN
easat-6939	316	32	and	and	CCONJ
easat-6939	316	33	education	education	NOUN
easat-6939	316	34	(	(	PUNCT
easat-6939	316	35	tale	tale	NOUN
easat-6939	316	36	)	)	PUNCT
easat-6939	316	37	,	,	PUNCT
easat-6939	316	38	ieee	ieee	NOUN
easat-6939	316	39	,	,	PUNCT
easat-6939	316	40	2019	2019	NUM
easat-6939	316	41	.	.	PUNCT
easat-6939	317	1	[	[	X
easat-6939	317	2	18	18	NUM
easat-6939	317	3	]	]	PUNCT
easat-6939	317	4	m.	m.	NOUN
easat-6939	317	5	a.	a.	NOUN
easat-6939	317	6	abushariah	abushariah	PROPN
easat-6939	317	7	and	and	CCONJ
easat-6939	317	8	a.	a.	NOUN
easat-6939	317	9	m.	m.	PROPN
easat-6939	317	10	alqudah	alqudah	PROPN
easat-6939	317	11	,	,	PUNCT
easat-6939	317	12	"	"	PUNCT
easat-6939	317	13	multi	multi	ADJ
easat-6939	317	14	-	-	ADJ
easat-6939	317	15	biometric	biometric	ADJ
easat-6939	317	16	authentication	authentication	NOUN
easat-6939	317	17	system	system	NOUN
easat-6939	317	18	based	base	VERB
easat-6939	317	19	on	on	ADP
easat-6939	317	20	deep	deep	ADJ
easat-6939	317	21	learning	learning	NOUN
easat-6939	317	22	technique	technique	NOUN
easat-6939	317	23	for	for	ADP
easat-6939	317	24	secure	secure	ADJ
easat-6939	317	25	cloud	cloud	NOUN
easat-6939	317	26	computing	computing	NOUN
easat-6939	317	27	.	.	PUNCT
easat-6939	318	1	in	in	ADP
easat-6939	318	2	"	"	PUNCT
easat-6939	318	3	presented	present	VERB
easat-6939	318	4	at	at	ADP
easat-6939	318	5	the	the	DET
easat-6939	318	6	international	international	ADJ
easat-6939	318	7	conference	conference	NOUN
easat-6939	318	8	on	on	ADP
easat-6939	318	9	smart	smart	ADJ
easat-6939	318	10	grid	grid	NOUN
easat-6939	318	11	and	and	CCONJ
easat-6939	318	12	innovative	innovative	ADJ
easat-6939	318	13	frontiers	frontier	NOUN
easat-6939	318	14	in	in	ADP
easat-6939	318	15	telecommunications	telecommunication	NOUN
easat-6939	318	16	,	,	PUNCT
easat-6939	318	17	springer	springer	NOUN
easat-6939	318	18	,	,	PUNCT
easat-6939	318	19	cham	cham	PROPN
easat-6939	318	20	,	,	PUNCT
easat-6939	318	21	2020	2020	NUM
easat-6939	318	22	.	.	PUNCT
easat-6939	319	1	[	[	X
easat-6939	319	2	19	19	NUM
easat-6939	319	3	]	]	PUNCT
easat-6939	319	4	x.	x.	NOUN
easat-6939	319	5	zhang	zhang	PROPN
easat-6939	319	6	,	,	PUNCT
easat-6939	319	7	x.	x.	PROPN
easat-6939	319	8	sun	sun	PROPN
easat-6939	319	9	,	,	PUNCT
easat-6939	319	10	and	and	CCONJ
easat-6939	319	11	s.	s.	PROPN
easat-6939	319	12	wang	wang	PROPN
easat-6939	319	13	,	,	PUNCT
easat-6939	319	14	"	"	PUNCT
easat-6939	319	15	a	a	DET
easat-6939	319	16	novel	novel	ADJ
easat-6939	319	17	multi	multi	ADJ
easat-6939	319	18	-	-	ADJ
easat-6939	319	19	biometric	biometric	ADJ
easat-6939	319	20	authentication	authentication	NOUN
easat-6939	319	21	system	system	NOUN
easat-6939	319	22	based	base	VERB
easat-6939	319	23	on	on	ADP
easat-6939	319	24	convolutional	convolutional	ADJ
easat-6939	319	25	neural	neural	ADJ
easat-6939	319	26	networks	network	NOUN
easat-6939	319	27	for	for	ADP
easat-6939	319	28	cloud	cloud	NOUN
easat-6939	319	29	computing	computing	NOUN
easat-6939	319	30	,	,	PUNCT
easat-6939	319	31	"	"	PUNCT
easat-6939	319	32	presented	present	VERB
easat-6939	319	33	at	at	ADP
easat-6939	319	34	the	the	DET
easat-6939	319	35	international	international	ADJ
easat-6939	319	36	conference	conference	NOUN
easat-6939	319	37	on	on	ADP
easat-6939	319	38	cloud	cloud	NOUN
easat-6939	319	39	computing	computing	NOUN
easat-6939	319	40	and	and	CCONJ
easat-6939	319	41	security	security	NOUN
easat-6939	319	42	.	.	PUNCT
easat-6939	320	1	springer	springer	PROPN
easat-6939	320	2	,	,	PUNCT
easat-6939	320	3	cham	cham	PROPN
easat-6939	320	4	,	,	PUNCT
easat-6939	320	5	2019	2019	NUM
easat-6939	320	6	.	.	PUNCT
easat-6939	321	1	[	[	X
easat-6939	321	2	20	20	NUM
easat-6939	321	3	]	]	PUNCT
easat-6939	321	4	h.	h.	PROPN
easat-6939	321	5	k.	k.	PROPN
easat-6939	321	6	khalaf	khalaf	PROPN
easat-6939	321	7	and	and	CCONJ
easat-6939	321	8	i.	i.	PROPN
easat-6939	321	9	m.	m.	PROPN
easat-6939	321	10	emary	emary	PROPN
easat-6939	321	11	,	,	PUNCT
easat-6939	321	12	"	"	PUNCT
easat-6939	321	13	biometric	biometric	ADJ
easat-6939	321	14	authentication	authentication	NOUN
easat-6939	321	15	system	system	NOUN
easat-6939	321	16	using	use	VERB
easat-6939	321	17	fingerprint	fingerprint	NOUN
easat-6939	321	18	and	and	CCONJ
easat-6939	321	19	facial	facial	ADJ
easat-6939	321	20	recognition	recognition	NOUN
easat-6939	321	21	for	for	ADP
easat-6939	321	22	cloud	cloud	NOUN
easat-6939	321	23	computing	computing	NOUN
easat-6939	321	24	,	,	PUNCT
easat-6939	321	25	"	"	PUNCT
easat-6939	321	26	presented	present	VERB
easat-6939	321	27	at	at	ADP
easat-6939	321	28	the	the	DET
easat-6939	321	29	2017	2017	NUM
easat-6939	321	30	international	international	ADJ
easat-6939	321	31	conference	conference	NOUN
easat-6939	321	32	on	on	ADP
easat-6939	321	33	computer	computer	NOUN
easat-6939	321	34	applications	application	NOUN
easat-6939	321	35	technology	technology	NOUN
easat-6939	321	36	(	(	PUNCT
easat-6939	321	37	iccat	iccat	NOUN
easat-6939	321	38	)	)	PUNCT
easat-6939	321	39	.	.	PUNCT
easat-6939	322	1	ieee	ieee	PROPN
easat-6939	322	2	.	.	PROPN
easat-6939	322	3	,	,	PUNCT
easat-6939	322	4	2017	2017	NUM
easat-6939	322	5	.	.	PUNCT
easat-6939	323	1	[	[	X
easat-6939	323	2	21	21	NUM
easat-6939	323	3	]	]	X
easat-6939	323	4	c.	c.	PROPN
easat-6939	323	5	zhang	zhang	PROPN
easat-6939	323	6	,	,	PUNCT
easat-6939	323	7	z.	z.	PROPN
easat-6939	323	8	yang	yang	PROPN
easat-6939	323	9	,	,	PUNCT
easat-6939	323	10	x.	x.	PROPN
easat-6939	323	11	he	he	PRON
easat-6939	323	12	,	,	PUNCT
easat-6939	323	13	and	and	CCONJ
easat-6939	323	14	l.	l.	PROPN
easat-6939	323	15	deng	deng	PROPN
easat-6939	323	16	,	,	PUNCT
easat-6939	323	17	"	"	PUNCT
easat-6939	323	18	multimodal	multimodal	ADJ
easat-6939	323	19	intelligence	intelligence	NOUN
easat-6939	323	20	:	:	PUNCT
easat-6939	323	21	representation	representation	NOUN
easat-6939	323	22	learning	learning	NOUN
easat-6939	323	23	,	,	PUNCT
easat-6939	323	24	information	information	NOUN
easat-6939	323	25	fusion	fusion	NOUN
easat-6939	323	26	,	,	PUNCT
easat-6939	323	27	and	and	CCONJ
easat-6939	323	28	applications	application	NOUN
easat-6939	323	29	,	,	PUNCT
easat-6939	323	30	"	"	PUNCT
easat-6939	323	31	ieee	ieee	NOUN
easat-6939	323	32	journal	journal	NOUN
easat-6939	323	33	of	of	ADP
easat-6939	323	34	selected	select	VERB
easat-6939	323	35	topics	topic	NOUN
easat-6939	323	36	in	in	ADP
easat-6939	323	37	signal	signal	ADJ
easat-6939	323	38	processing	processing	NOUN
easat-6939	323	39	,	,	PUNCT
easat-6939	323	40	vol	vol	NOUN
easat-6939	323	41	.	.	PROPN
easat-6939	323	42	14	14	NUM
easat-6939	323	43	,	,	PUNCT
easat-6939	323	44	no	no	INTJ
easat-6939	323	45	.	.	NOUN
easat-6939	323	46	3	3	NUM
easat-6939	323	47	,	,	PUNCT
easat-6939	323	48	pp	pp	ADJ
easat-6939	323	49	.	.	PUNCT
easat-6939	323	50	478	478	NUM
easat-6939	323	51	-	-	SYM
easat-6939	323	52	493	493	NUM
easat-6939	323	53	,	,	PUNCT
easat-6939	323	54	2020	2020	NUM
easat-6939	323	55	.	.	PUNCT
easat-6939	323	56	https://doi.org/10.14569/ijacsa.2020.0110929	https://doi.org/10.14569/ijacsa.2020.0110929	X
easat-6939	324	1	[	[	X
easat-6939	324	2	22	22	NUM
easat-6939	324	3	]	]	PUNCT
easat-6939	324	4	z.	z.	PROPN
easat-6939	324	5	liu	liu	PROPN
easat-6939	324	6	,	,	PUNCT
easat-6939	324	7	z.	z.	PROPN
easat-6939	324	8	liu	liu	PROPN
easat-6939	324	9	,	,	PUNCT
easat-6939	324	10	and	and	CCONJ
easat-6939	324	11	z.	z.	PROPN
easat-6939	324	12	lin	lin	PROPN
easat-6939	324	13	,	,	PUNCT
easat-6939	324	14	"	"	PUNCT
easat-6939	324	15	multi	multi	ADJ
easat-6939	324	16	-	-	ADJ
easat-6939	324	17	biometric	biometric	ADJ
easat-6939	324	18	authentication	authentication	NOUN
easat-6939	324	19	based	base	VERB
easat-6939	324	20	on	on	ADP
easat-6939	324	21	deep	deep	ADJ
easat-6939	324	22	learning	learning	NOUN
easat-6939	324	23	for	for	ADP
easat-6939	324	24	cloud	cloud	ADJ
easat-6939	324	25	security	security	NOUN
easat-6939	324	26	,	,	PUNCT
easat-6939	324	27	"	"	PUNCT
easat-6939	324	28	presented	present	VERB
easat-6939	324	29	at	at	ADP
easat-6939	324	30	the	the	DET
easat-6939	324	31	2018	2018	NUM
easat-6939	324	32	ieee	ieee	NOUN
easat-6939	324	33	4th	4th	ADJ
easat-6939	324	34	international	international	ADJ
easat-6939	324	35	conference	conference	NOUN
easat-6939	324	36	on	on	ADP
easat-6939	324	37	computer	computer	NOUN
easat-6939	324	38	and	and	CCONJ
easat-6939	324	39	communications	communication	NOUN
easat-6939	324	40	(	(	PUNCT
easat-6939	324	41	iccc	iccc	PROPN
easat-6939	324	42	)	)	PUNCT
easat-6939	324	43	.	.	PUNCT
easat-6939	325	1	ieee	ieee	PROPN
easat-6939	325	2	.	.	PUNCT
easat-6939	326	1	https://doi.org/10.1109/iccc.2018.00044	https://doi.org/10.1109/iccc.2018.00044	PROPN
easat-6939	326	2	,	,	PUNCT
easat-6939	326	3	2018	2018	NUM
easat-6939	326	4	.	.	PUNCT
easat-6939	327	1	[	[	X
easat-6939	327	2	23	23	NUM
easat-6939	327	3	]	]	PUNCT
easat-6939	327	4	r.	r.	PROPN
easat-6939	327	5	al	al	PROPN
easat-6939	327	6	-	-	PUNCT
easat-6939	327	7	oqayli	oqayli	PROPN
easat-6939	327	8	and	and	CCONJ
easat-6939	327	9	m.	m.	NOUN
easat-6939	327	10	dada	dada	PROPN
easat-6939	327	11	,	,	PUNCT
easat-6939	327	12	"	"	PUNCT
easat-6939	327	13	a	a	DET
easat-6939	327	14	review	review	NOUN
easat-6939	327	15	of	of	ADP
easat-6939	327	16	multimodal	multimodal	ADJ
easat-6939	327	17	biometric	biometric	ADJ
easat-6939	327	18	systems	system	NOUN
easat-6939	327	19	in	in	ADP
easat-6939	327	20	cloud	cloud	NOUN
easat-6939	327	21	computing	computing	NOUN
easat-6939	327	22	,	,	PUNCT
easat-6939	327	23	"	"	PUNCT
easat-6939	327	24	international	international	ADJ
easat-6939	327	25	journal	journal	NOUN
easat-6939	327	26	of	of	ADP
easat-6939	327	27	computer	computer	NOUN
easat-6939	327	28	science	science	NOUN
easat-6939	327	29	and	and	CCONJ
easat-6939	327	30	network	network	NOUN
easat-6939	327	31	security	security	NOUN
easat-6939	327	32	,	,	PUNCT
easat-6939	327	33	vol	vol	NOUN
easat-6939	327	34	.	.	PROPN
easat-6939	327	35	19	19	NUM
easat-6939	327	36	,	,	PUNCT
easat-6939	327	37	no	no	INTJ
easat-6939	327	38	.	.	NOUN
easat-6939	327	39	7	7	NUM
easat-6939	327	40	,	,	PUNCT
easat-6939	327	41	pp	pp	ADJ
easat-6939	327	42	.	.	PUNCT
easat-6939	328	1	88–95	88–95	NUM
easat-6939	328	2	,	,	PUNCT
easat-6939	328	3	2019	2019	NUM
easat-6939	328	4	.	.	PUNCT
easat-6939	329	1	[	[	X
easat-6939	329	2	24	24	NUM
easat-6939	329	3	]	]	PUNCT
easat-6939	329	4	m.	m.	NOUN
easat-6939	329	5	a.	a.	PROPN
easat-6939	329	6	amin	amin	PROPN
easat-6939	329	7	,	,	PUNCT
easat-6939	329	8	m.	m.	NOUN
easat-6939	329	9	y.	y.	PROPN
easat-6939	329	10	uddin	uddin	PROPN
easat-6939	329	11	,	,	PUNCT
easat-6939	329	12	and	and	CCONJ
easat-6939	329	13	a.	a.	PROPN
easat-6939	329	14	biswas	biswas	PROPN
easat-6939	329	15	,	,	PUNCT
easat-6939	329	16	"	"	PUNCT
easat-6939	329	17	cloud	cloud	NOUN
easat-6939	329	18	-	-	PUNCT
easat-6939	329	19	assisted	assist	VERB
easat-6939	329	20	multi	multi	ADJ
easat-6939	329	21	-	-	ADJ
easat-6939	329	22	biometric	biometric	ADJ
easat-6939	329	23	authentication	authentication	NOUN
easat-6939	329	24	system	system	NOUN
easat-6939	329	25	using	use	VERB
easat-6939	329	26	deep	deep	ADJ
easat-6939	329	27	learning	learning	NOUN
easat-6939	329	28	,	,	PUNCT
easat-6939	329	29	"	"	PUNCT
easat-6939	329	30	in	in	ADP
easat-6939	329	31	2019	2019	NUM
easat-6939	329	32	4th	4th	ADJ
easat-6939	329	33	international	international	ADJ
easat-6939	329	34	conference	conference	NOUN
easat-6939	329	35	on	on	ADP
easat-6939	329	36	computer	computer	NOUN
easat-6939	329	37	and	and	CCONJ
easat-6939	329	38	communication	communication	NOUN
easat-6939	329	39	systems	system	NOUN
easat-6939	329	40	(	(	PUNCT
easat-6939	329	41	icccs	icccs	PROPN
easat-6939	329	42	)	)	PUNCT
easat-6939	329	43	.	.	PUNCT
easat-6939	330	1	ieee	ieee	PROPN
easat-6939	330	2	.	.	PUNCT
easat-6939	331	1	https://doi.org/10.1109/icccs.2019.00069	https://doi.org/10.1109/icccs.2019.00069	PROPN
easat-6939	331	2	,	,	PUNCT
easat-6939	331	3	2019	2019	NUM
easat-6939	331	4	,	,	PUNCT
easat-6939	331	5	pp	pp	ADJ
easat-6939	331	6	.	.	PUNCT
easat-6939	332	1	279–283	279–283	NUM
easat-6939	332	2	.	.	PUNCT
easat-6939	333	1	[	[	X
easat-6939	333	2	25	25	NUM
easat-6939	333	3	]	]	X
easat-6939	333	4	s.	s.	PROPN
easat-6939	333	5	wang	wang	PROPN
easat-6939	333	6	,	,	PUNCT
easat-6939	333	7	x.	x.	PROPN
easat-6939	333	8	sun	sun	PROPN
easat-6939	333	9	,	,	PUNCT
easat-6939	333	10	and	and	CCONJ
easat-6939	333	11	x.	x.	NOUN
easat-6939	333	12	zhang	zhang	PROPN
easat-6939	333	13	,	,	PUNCT
easat-6939	333	14	"	"	PUNCT
easat-6939	333	15	multi	multi	ADJ
easat-6939	333	16	-	-	ADJ
easat-6939	333	17	biometric	biometric	ADJ
easat-6939	333	18	authentication	authentication	NOUN
easat-6939	333	19	system	system	NOUN
easat-6939	333	20	based	base	VERB
easat-6939	333	21	on	on	ADP
easat-6939	333	22	deep	deep	ADJ
easat-6939	333	23	learning	learning	NOUN
easat-6939	333	24	for	for	ADP
easat-6939	333	25	cloud	cloud	NOUN
easat-6939	333	26	computing	computing	NOUN
easat-6939	333	27	,	,	PUNCT
easat-6939	333	28	"	"	PUNCT
easat-6939	333	29	presented	present	VERB
easat-6939	333	30	at	at	ADP
easat-6939	333	31	the	the	DET
easat-6939	333	32	2019	2019	NUM
easat-6939	333	33	ieee	ieee	NOUN
easat-6939	333	34	5th	5th	ADJ
easat-6939	333	35	international	international	ADJ
easat-6939	333	36	conference	conference	NOUN
easat-6939	333	37	on	on	ADP
easat-6939	333	38	computer	computer	NOUN
easat-6939	333	39	and	and	CCONJ
easat-6939	333	40	communications	communication	NOUN
easat-6939	333	41	(	(	PUNCT
easat-6939	333	42	iccc	iccc	PROPN
easat-6939	333	43	)	)	PUNCT
easat-6939	333	44	(	(	PUNCT
easat-6939	333	45	pp	pp	ADV
easat-6939	333	46	.	.	PUNCT
easat-6939	334	1	302–306	302–306	NUM
easat-6939	334	2	)	)	PUNCT
easat-6939	334	3	.	.	PUNCT
easat-6939	335	1	ieee	ieee	PROPN
easat-6939	335	2	.	.	PUNCT
easat-6939	336	1	https://doi.org/10.1109/iccc47341.2019.8992490	https://doi.org/10.1109/iccc47341.2019.8992490	PROPN
easat-6939	336	2	,	,	PUNCT
easat-6939	336	3	2019	2019	NUM
easat-6939	336	4	.	.	PUNCT
easat-6939	337	1	[	[	X
easat-6939	337	2	26	26	NUM
easat-6939	337	3	]	]	PUNCT
easat-6939	337	4	m.	m.	PROPN
easat-6939	337	5	s.	s.	PROPN
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easat-6939	337	22	:	:	PUNCT
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easat-6939	337	24	,	,	PUNCT
easat-6939	337	25	challenges	challenge	NOUN
easat-6939	337	26	,	,	PUNCT
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easat-6939	337	30	"	"	PUNCT
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easat-6939	337	33	,	,	PUNCT
easat-6939	337	34	vol	vol	NOUN
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easat-6939	337	37	,	,	PUNCT
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easat-6939	337	40	132071–132085	132071–132085	NUM
easat-6939	337	41	,	,	PUNCT
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easat-6939	337	43	.	.	PUNCT
easat-6939	338	1	https://doi.org/10.1109/access.2019.2940156	https://doi.org/10.1109/access.2019.2940156	PROPN
easat-6939	339	1	[	[	X
easat-6939	339	2	27	27	NUM
easat-6939	339	3	]	]	X
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easat-6939	339	15	approaches	approach	NOUN
easat-6939	339	16	,	,	PUNCT
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easat-6939	339	18	iet	iet	PROPN
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easat-6939	339	21	,	,	PUNCT
easat-6939	339	22	vol	vol	NOUN
easat-6939	339	23	.	.	PROPN
easat-6939	339	24	14	14	NUM
easat-6939	339	25	,	,	PUNCT
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easat-6939	339	27	.	.	NOUN
easat-6939	339	28	14	14	NUM
easat-6939	339	29	,	,	PUNCT
easat-6939	339	30	pp	pp	ADJ
easat-6939	339	31	.	.	PUNCT
easat-6939	340	1	3443–3452	3443–3452	NOUN
easat-6939	340	2	,	,	PUNCT
easat-6939	340	3	2020	2020	NUM
easat-6939	340	4	.	.	PUNCT
easat-6939	341	1	https://doi.org/10.1049/iet-ipr.2020.0491	https://doi.org/10.1049/iet-ipr.2020.0491	PROPN
easat-6939	341	2	[	[	X
easat-6939	341	3	28	28	NUM
easat-6939	341	4	]	]	X
easat-6939	341	5	l.	l.	PROPN
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easat-6939	341	7	,	,	PUNCT
easat-6939	341	8	"	"	PUNCT
easat-6939	341	9	an	an	DET
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easat-6939	341	26	conference	conference	NOUN
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easat-6939	342	1	https://doi.org/10.1109/icb.2022.0015	https://doi.org/10.1109/icb.2022.0015	NOUN
easat-6939	342	2	,	,	PUNCT
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easat-6939	342	4	.	.	PUNCT
easat-6939	343	1	[	[	X
easat-6939	343	2	29	29	NUM
easat-6939	343	3	]	]	X
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easat-6939	343	9	,	,	PUNCT
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easat-6939	343	11	fastspeech	fastspeech	NOUN
easat-6939	343	12	2	2	NUM
easat-6939	343	13	:	:	PUNCT
easat-6939	343	14	fast	fast	ADJ
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easat-6939	343	16	high	high	ADJ
easat-6939	343	17	-	-	PUNCT
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easat-6939	343	20	-	-	PUNCT
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easat-6939	343	22	-	-	PUNCT
easat-6939	343	23	end	end	NOUN
easat-6939	343	24	text	text	NOUN
easat-6939	343	25	to	to	ADP
easat-6939	343	26	speech	speech	NOUN
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easat-6939	343	32	,	,	PUNCT
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easat-6939	343	34	.	.	PUNCT
easat-6939	344	1	[	[	X
easat-6939	344	2	30	30	NUM
easat-6939	344	3	]	]	X
easat-6939	344	4	d.	d.	PROPN
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easat-6939	344	7	s.	s.	PROPN
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easat-6939	344	9	,	,	PUNCT
easat-6939	344	10	and	and	CCONJ
easat-6939	344	11	t.	t.	PROPN
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easat-6939	344	13	,	,	PUNCT
easat-6939	344	14	"	"	PUNCT
easat-6939	344	15	a	a	DET
easat-6939	344	16	framework	framework	NOUN
easat-6939	344	17	for	for	ADP
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easat-6939	344	19	the	the	DET
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easat-6939	344	25	clothing	clothing	NOUN
easat-6939	344	26	and	and	CCONJ
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easat-6939	344	29	on	on	ADP
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easat-6939	344	40	conference	conference	NOUN
easat-6939	344	41	on	on	ADP
easat-6939	344	42	pattern	pattern	NOUN
easat-6939	344	43	recognition	recognition	NOUN
easat-6939	344	44	,	,	PUNCT
easat-6939	344	45	2020	2020	NUM
easat-6939	344	46	,	,	PUNCT
easat-6939	344	47	pp	pp	ADP
easat-6939	344	48	.	.	PUNCT
easat-6939	345	1	441–444	441–444	NUM
easat-6939	345	2	,	,	PUNCT
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easat-6939	345	4	:	:	PUNCT
easat-6939	346	1	https://doi.org/10.1109/icpr.2006.1010	https://doi.org/10.1109/icpr.2006.1010	PROPN
easat-6939	346	2	.	.	PUNCT
easat-6939	347	1	https://doi.org/10.1145/3397198	https://doi.org/10.1145/3397198	PROPN
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easat-6939	347	7	https://doi.org/10.1109/icccs.2019.00069	https://doi.org/10.1109/icccs.2019.00069	PROPN
easat-6939	347	8	https://doi.org/10.1109/iccc47341.2019.8992490	https://doi.org/10.1109/iccc47341.2019.8992490	PROPN
easat-6939	347	9	https://doi.org/10.1109/access.2019.2940156	https://doi.org/10.1109/access.2019.2940156	PROPN
easat-6939	347	10	https://doi.org/10.1049/iet-ipr.2020.0491	https://doi.org/10.1049/iet-ipr.2020.0491	PROPN
easat-6939	347	11	https://doi.org/10.1109/icb.2022.0015	https://doi.org/10.1109/icb.2022.0015	VERB
easat-6939	347	12	https://doi.org/10.1109/icpr.2006.1010	https://doi.org/10.1109/icpr.2006.1010	PROPN
easat-6939	347	13	571	571	NUM
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easat-6939	347	22	-	-	SYM
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easat-6939	347	24	vol	vol	NOUN
easat-6939	347	25	.	.	PROPN
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easat-6939	348	5	5	5	NUM
easat-6939	348	6	:	:	SYM
easat-6939	348	7	554	554	NUM
easat-6939	348	8	-	-	SYM
easat-6939	348	9	571	571	NUM
easat-6939	348	10	,	,	PUNCT
easat-6939	348	11	2025	2025	NUM
easat-6939	348	12	doi	doi	NOUN
easat-6939	348	13	:	:	PUNCT
easat-6939	348	14	10.55214/25768484.v9i5.6939	10.55214/25768484.v9i5.6939	PROPN
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easat-6939	349	5	authors	author	NOUN
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easat-6939	350	1	[	[	X
easat-6939	350	2	31	31	NUM
easat-6939	350	3	]	]	PUNCT
easat-6939	350	4	m.	m.	NOUN
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easat-6939	350	7	p.	p.	PROPN
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easat-6939	350	9	,	,	PUNCT
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easat-6939	350	12	trees	tree	NOUN
easat-6939	350	13	for	for	ADP
easat-6939	350	14	biometric	biometric	ADJ
easat-6939	350	15	classification	classification	NOUN
easat-6939	350	16	:	:	PUNCT
easat-6939	350	17	a	a	DET
easat-6939	350	18	comparative	comparative	ADJ
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easat-6939	350	20	,	,	PUNCT
easat-6939	350	21	"	"	PUNCT
easat-6939	350	22	journal	journal	NOUN
easat-6939	350	23	of	of	ADP
easat-6939	350	24	pattern	pattern	NOUN
easat-6939	350	25	recognition	recognition	NOUN
easat-6939	350	26	research	research	NOUN
easat-6939	350	27	,	,	PUNCT
easat-6939	350	28	vol	vol	NOUN
easat-6939	350	29	.	.	PROPN
easat-6939	351	1	10	10	NUM
easat-6939	351	2	,	,	PUNCT
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easat-6939	351	4	.	.	NOUN
easat-6939	351	5	2	2	NUM
easat-6939	351	6	,	,	PUNCT
easat-6939	351	7	pp	pp	ADJ
easat-6939	351	8	.	.	PUNCT
easat-6939	352	1	233–245	233–245	NUM
easat-6939	352	2	,	,	PUNCT
easat-6939	352	3	2020	2020	NUM
easat-6939	352	4	.	.	PUNCT
easat-6939	353	1	https://doi.org/10.1111/jprr.2020.10233	https://doi.org/10.1111/jprr.2020.10233	X
easat-6939	354	1	[	[	X
easat-6939	354	2	32	32	NUM
easat-6939	354	3	]	]	PUNCT
easat-6939	354	4	a.	a.	NOUN
easat-6939	354	5	ahmed	ahmed	PROPN
easat-6939	354	6	,	,	PUNCT
easat-6939	354	7	"	"	PUNCT
easat-6939	354	8	a	a	DET
easat-6939	354	9	hybrid	hybrid	ADJ
easat-6939	354	10	deep	deep	ADJ
easat-6939	354	11	learning	learning	NOUN
easat-6939	354	12	approach	approach	NOUN
easat-6939	354	13	for	for	ADP
easat-6939	354	14	secure	secure	ADJ
easat-6939	354	15	biometric	biometric	ADJ
easat-6939	354	16	authentication	authentication	NOUN
easat-6939	354	17	,	,	PUNCT
easat-6939	354	18	"	"	PUNCT
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easat-6939	354	21	,	,	PUNCT
easat-6939	354	22	vol	vol	NOUN
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easat-6939	355	1	10	10	NUM
easat-6939	355	2	,	,	PUNCT
easat-6939	355	3	no	no	INTJ
easat-6939	355	4	.	.	NOUN
easat-6939	355	5	2	2	NUM
easat-6939	355	6	,	,	PUNCT
easat-6939	355	7	pp	pp	ADJ
easat-6939	355	8	.	.	PUNCT
easat-6939	356	1	1	1	NUM
easat-6939	356	2	-	-	SYM
easat-6939	356	3	21	21	NUM
easat-6939	356	4	,	,	PUNCT
easat-6939	356	5	2021	2021	NUM
easat-6939	356	6	.	.	PUNCT
easat-6939	357	1	https://doi.org/10.3390/computers10020021	https://doi.org/10.3390/computers10020021	NOUN
easat-6939	358	1	[	[	X
easat-6939	358	2	33	33	NUM
easat-6939	358	3	]	]	X
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easat-6939	358	6	,	,	PUNCT
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easat-6939	358	8	k	k	X
easat-6939	358	9	-	-	PUNCT
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easat-6939	358	17	,	,	PUNCT
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easat-6939	358	23	conference	conference	NOUN
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easat-6939	358	26	intelligence	intelligence	NOUN
easat-6939	358	27	and	and	CCONJ
easat-6939	358	28	biometrics	biometric	NOUN
easat-6939	358	29	,	,	PUNCT
easat-6939	358	30	2023	2023	NUM
easat-6939	358	31	.	.	PUNCT
easat-6939	359	1	[	[	X
easat-6939	359	2	34	34	NUM
easat-6939	359	3	]	]	X
easat-6939	359	4	r.	r.	PROPN
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easat-6939	359	11	for	for	ADP
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easat-6939	359	13	recognition	recognition	NOUN
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easat-6939	359	15	"	"	PUNCT
easat-6939	359	16	journal	journal	NOUN
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easat-6939	359	18	biometric	biometric	ADJ
easat-6939	359	19	systems	system	NOUN
easat-6939	359	20	,	,	PUNCT
easat-6939	359	21	vol	vol	NOUN
easat-6939	359	22	.	.	PROPN
easat-6939	359	23	12	12	NUM
easat-6939	359	24	,	,	PUNCT
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easat-6939	359	27	4	4	NUM
easat-6939	359	28	,	,	PUNCT
easat-6939	359	29	pp	pp	ADJ
easat-6939	359	30	.	.	PUNCT
easat-6939	360	1	567–578	567–578	NUM
easat-6939	360	2	,	,	PUNCT
easat-6939	360	3	2021	2021	NUM
easat-6939	360	4	.	.	PUNCT
easat-6939	361	1	https://doi.org/10.1109/jbs.2021.0047	https://doi.org/10.1109/jbs.2021.0047	ADJ
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